{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "47ef90c1-c92c-4af2-9eaf-b4c0fc963a4b",
   "metadata": {},
   "source": [
    "### 2.2.1 绘制折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b2227b62-547e-4ecb-994d-34fcf3db8efd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "plt.figure()\n",
    "plt.plot([1,0,9], [4,5,6])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "83f9f17c-4f82-4f98-98bc-039a542f60ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ciwZKiA7T4C6halrfz/BKuLt1+3N019zN8vWyaf74eEU1q296EgAAAIBqRvgDgGpQ4XBqw4GTSkzN0Mq0LJ0qKpMkRTWrpyHRYRocHarwhv6GV8LT/Lw3W2M/2CJ/H7sWjI9Xx9B6picBAAAAqEaEPwCoIg6HU1sOn1Jiaoa+2palnIISSVKHpnWVEB2qwdFhahUSYHglPN2Pu0/onnm/KNDPSwvvjle7JnVNTwIAAABQTQh/AHARnE6nko+e1rKUTH21LVNZZ4olSa0bBSghOkxDokPVlrCCWua7Hcf1h49+UQN/Hy28O16RjQNNTwIAAABQDQh/AHCenE6ntmec0bLUDC1PzVT6qbOSpBZB/kqIDlVCdJg6htaVZVmGlwK/bWVapibMT1JwgI8W3XMJR6MCAAAAbojwBwCVtDsrX4mpGVqWkqFDJ4skSWH1/TT4n7EvOrw+sQ8uZVlKhiYvTFKTen5adPclahHMdScBAAAAd/J7fc2rBrcAQK2zP7tAiSmZSkzN0N4TBZKkRnV9Nbp3hIbEhCqueUPZbMQ+uKYhMWGqcDj14OJkjZi9QYvuieemMwAAAIAHIfwB8DhHc4u0LDVDiSmZ2pF5RpIUFOCj23q1UEJ0mHq2CpKd2Ac3cUNcM5VVODT101SNnL1Ri+6JV2j9OqZnAQAAAKgBhD8AHiHj9FktT/3HkX0p6XmSpHp+XhrWPVxDYsJ0SetgedlthlcC1eOW7s1V7nDq8c+2aeTsjVp4d7ya1PMzPQsAAABANSP8AXBbJ/KL9VVqphJTM7Xl8ClJUqCvl26Ka6aEmFD1jWwkHy9iHzzDiJ4tVF7h0JNLt2vk7A1aePclalTX1/QsAAAAANWI8AfAreQWlmpFWqaWpWRo48FcOZ1SHW/7ubvxDmjfSH7edtMzASNuvyRCZRVOPZu4Q7e9u0ELxscrOJD4BwAAALgrwh8Al5dXVKavt2dpWWqG1u0/qQqHUz5eNl3VqYmGxITp8g6N5e/DL3eAJI3p20rlDode+GqXbnt3oxaMj1fDAB/TswAAAABUA/4mDMAl5ReX6budx5WYkqnVe7NVVuGUt93SgHaNlBATqoEdm6iun7fpmUCtdHf/NiqrcOrVr3dr1JyNmj8uXvX9+fkCAAAAuBvCHwCXUVRarh92ndCylAz9uDtbpeUO2W2WercJ1pDoMF3duSnxAqikCZdFqqzCoTe+26s73tuoD8f1Uj1iOQAAAOBWCH8AarXisgr9tDtbiakZ+n7nCZ0tq5BlSfGtgpUQE6pBnZtyjTLgAk2+oq3KK5ya9eM+jX5vk+aN7aVAX/5oAAAAALgL/nQPoNYpLXdozb5sLUvJ1Lc7jqugpFyS1L1lQyVEh+raLqFqXM/P8ErA9VmWpYeuaqeyCofeXn1AY+Zu1vtjenBNTAAAAMBN8Cd7ALVCeYVD6/afVGJqhr7eflx5Z8skSTHNG2jIP2NfWIM6hlcC7seyLD12TQeVVTj13tqDGvv+Fr03uofq+HD3awAAAMDVEf4AGFPhcGrTwVwlpmZoRVqWcgtLJUmdQuvpnktbK6FLmFoE+xteCbg/y7L0ZEJHlTscmrf+sO7+cItm39Fdft7EPwAAAMCVEf4A1CiHw6mko6e0LCVTy7dlKju/RJLUtnGg7rwkQgkxoWrTKNDwSsDzWJalPw/prLIKpxZsOqI/fPSL3r69m3y9iH8AAACAqyL8Aah2TqdTqel5SkzN0PLUTGXkFUuSWoUEaHiP5kqIDlP7pnUNrwRgs1n6yw1RKq9w6JNf0jXh461687Zu8vGymZ4GAAAA4AJUKvxNmjRJX375pQ4fPqxt27YpKipKktS7d28VFRVJksrLy7V9+3alpKQoOjq6+hYDcAlOp1M7M/OVmJqhxNRMHcn9x68VzRrU0T2XttaQ6DB1Dqsny7IMLwXwr2w2Sy/dHK0Kh1OfJR3TxAVbNWtkV3nbiX8AAACAq6lU+Bs6dKimTp2qvn37/tvj69atO/e/lyxZomeeeYboB3i4vcfztSw1U4mpGTqQXShJalrPT2P7tlJCdKhimzcg9gG1nN1m6dVbYlTmcGpZSoYeWJSs6bfGyov4BwAAALiUSoW//v37/+5z3nvvPY0dO/aiB7kDh8Mpp+kRQA06mlt07si+XVn5kqSQQB/dcUlLJUSHqXvLhrLZiH2AK7HbLL0+LEblFQ4tT82Ut83SX4fFys7PZQAAAMBlVMk1/o4dO6affvpJ8+bNq4pv5/LeW3tQzy/faXoGUOMa+HtrRM8WGhIdql6tgwkEgIvzsts0Y0Sc7vt4q75IzpCX3aZXbo4m5AMAAAAuokrC3/vvv6+EhASFhIT85nOmTZumadOmnfu8oKCgKl66VmrdKEAJ0aGmZwA1pl4db13VqYn6RIZwHTDAzXjbbZo1Mk5/+PAXLfklXV42Sy/c2IX4BwAAALgAy+l0Vvqs1IiICCUmJp67uYf0jwv4t23bVn/729909dVXV/qFw8PDlZ6efn5rAQCAEcVlFRo/b4t+3pujUfEt9Nz1UVyvEwAAADDs9/raRR+as2rVKpWWlurKK6+82G8FAABqKT9vu2bf0V292wTrow1H9GziDp3Hvx0CAAAAMKBS4W/ChAnnCuLAgQMVGRl57mtz5szRXXfdJZuN0/sAAHBnft52vXtnd/VsFaS5aw/pxRW7iH8AAABALXZep/pWJU71BQDANRWUlOvO9zbpl8OndN+ANnrk6vac9gsAAAAYUO2n+gIAAM8S6Oul9+/qodjmDfTmT/v1xnd7TU8CAAAA8CsIfwAA4LzV9fPWB2N6qkuz+pr+/V7N+oH4BwAAANQ2hD8AAHBB6tfx1odje6pjaD299s0evb1qv+lJAAAAAP4F4Q8AAFywBv4++nhcL7VvUlcvrtilOWsOmp4EAAAA4J8IfwAA4KIEBfjo4/G9FNk4UM8l7tC89YdMTwIAAAAgwh8AAKgCIYG+mj+ul1qHBOippds1f+MR05MAAAAAj0f4AwAAVaJxPT/NHx+vlsH++uPn27R4y1HTkwAAAACPRvgDAABVpmn9f8S/8IZ19Oinqfo8Kd30JAAAAMBjEf4AAECVatagjhaMj1doPT89tDhFX6ZkmJ4EAAAAeCTCHwAAqHLNg/w1f3y8GtX11YOLkrViW6bpSQAAAIDHIfwBAIBqERESoPnj4xUU4KOJC5L0zfYs05MAAAAAj0L4AwAA1aZNo0DNH9dL9et4a8L8rfpx1wnTkwAAAACPQfgDAADVqm2Tuvp4fC8F+nrpno9+0eo92aYnAQAAAB6B8AcAAKpdh6b19NG4Xqrjbdf4eVu0bl+O6UkAAACA2yP8AQCAGtE5rL4+GttLPl42jf1gizYeOGl6EgAAAODWCH8AAKDGdAmvr3ljespus3TX+5u15VCu6UkAAACA2yL8AQCAGhXXoqHev6uHJGn03M1KOnLK8CIAAADAPRH+AABAjeseEaT3RvdQucOhO97bpG3peaYnAQAAAG6H8AcAAIyIbx2sOXf2UGm5Q6PmbNT2DOIfAAAAUJUIfwAAwJg+kSF6547uOltaoVHvbtTurHzTkwAAAAC3QfgDAABGXdqukd66vasKSsp127sbtO8E8Q8AAACoCoQ/AABg3OUdmuhvI7vqdFGZRszeqAPZBaYnAQAAAC6P8AcAAGqFqzo31cwRccotLNXI2Rt1+GSh6UkAAACASyP8AQCAWuOaLqF6/dZYncgv1oh3NuhobpHpSQAAAIDLIvwBAIBa5bqYML12S4wyzxRrxOwNOnb6rOlJAAAAgEsi/AEAgFrnpq7hevmmaKWfOquRszcoK6/Y9CQAAADA5RD+AABArTSsR3O9cGMXHT5ZpJGzN+jEGeIfAAAAcD4IfwAAoNYa2auFnr2+sw7kFGrkuxuVU1BiehIAAADgMgh/AACgVrvjkgg9Mbij9p0o0Kh3Nyq3sNT0JAAAAMAlEP4AAECtN65faz12TQftysrXqHc36nQR8Q8AAAD4PYQ/AADgEv5waRs9fFU77cg8o9vnbFLe2TLTkwAAAIBajfAHAABcxv2Xt9WkK9pq27E83fneJuUXE/8AAACA30L4AwAALuXBgW1134A2Sj56WnfN3azCknLTkwAAAIBaifAHAABcimVZeuTq9hrfr5W2HD6lu97frKJS4h8AAADwnwh/AADA5ViWpT9e21Gje0do08Fcjftgi4rLKkzPAgAAAGoVwh8AAHBJlmXp6SGdNCq+hdbtP6nx84h/AAAAwL8i/AEAAJdlWZaevS5Kw3s01897c3Tfx1tVUk78AwAAACTCHwAAcHE2m6UXbuyim7uG64ddJ3T//CSVVThMzwIAAACMI/wBAACXZ7NZemVotK6PDdO3O45r8sIklRP/AAAA4OG8TA8AAACoCnabpb/eEqNyh1PLUzNlt6XojVtjZbdZpqcBAAAARhD+AACA2/Cy2/TGrbEqr3BoWUqGvG2WXr0lhvgHAAAAj8SpvgAAwK14222aOaKrBnZsrM+Sjunxz1LlcDhNzwIAAABqHOEPAAC4HR8vm/52W1dd2q6RFm9J1xNL0+R0Ev8AAADgWQh/AADALfl62fX27d3UNzJE8zce0Z+/3E78AwAAgEch/AEAALfl523X7Du6K751kD5Yf1jPL99J/AMAAIDHIPwBAAC3VsfHrjl39lCPiIaas+agXlq5i/gHAAAAj0D4AwAAbi/A10tz7+qpri0a6O1VBzTt2z2mJwEAAADVjvAHAAA8QqCvl94f01Mx4fU184d9mvH9XtOTAAAAgGpF+AMAAB6jnp+35o3ppc5h9TTt2z1686d9picBAAAA1YbwBwAAPEp9f299NLaXOjStq1dW7tbs1QdMTwIAAACqBeEPAAB4nIYBPvp4XC+1bRyov3y1U3PXHjQ9CQAAAKhyhD8AAOCRggN99fH4XmrdKEDPLNuhDzccNj0JAAAAqFKEPwAA4LEa1/XTgvHxigj215NfpGnhpiOmJwEAAABVhvAHAAA8WpN6fpo/Pl7Ng+ro8c+3ackv6aYnAQAAAFWC8AcAADxeWIM6WjA+XmH16+iRJSlamnzM9CQAAADgolUq/E2aNEkRERGyLEtpaWnnHnc6nfrzn/+sdu3aKSoqSgMGDKiunQAAANUqvKG/FoyPV9N6fnpwUbKWp2aangQAAABclEqFv6FDh2rNmjVq2bLlvz0+Y8YMbdu2TWlpaUpLS9OCBQuqZSQAAEBNaBHsr/nj4xUS6KtJC5O0Mi3L9CQAAADgglUq/PXv31/h4eH/9firr76ql19+WT4+PpKk0NDQql0HAABQw1qFBGj++Hg19PfRxAVb9d2O46YnAQAAABfkgq/xd+bMGWVnZ+vzzz9XfHy84uPjtWjRoqrcBgAAYERk40DNH99Ldf28dd/HW/XT7hOmJwEAAADn7YLDX1lZmUpLS3X27Flt2LBBixcv1pQpU/7tGoD/atq0aQoPDz/3UVBQcMGjAQAAqlu7JnX10dhe8ve16+4Pf9GavTmmJwEAAADn5YLDX3BwsAIDAzVq1ChJUosWLdSnTx9t2bLlV58/ZcoUpaenn/sIDAy80JcGAACoEZ3C6umjsb3k52XTuHmbtX7/SdOTAAAAgEq74PAnSSNGjNDKlSslSadOndKmTZsUHR1dJcMAAABqg6hm9fXh2F7yttk05v3N2nQw1/QkAAAAoFIqFf4mTJig8PBwpaena+DAgYqMjJQkvfDCC1qxYoWioqLUr18/Pf744+ratWu1DgYAAKhpMc0b6P0xPWWzpLvmbtIvh0+ZngQAAAD8LsvpdDpNvPD/hUQAAABXselgru58b5O8bJY+HNdLsc0bmJ4EAAAAD/Z7fe2iTvUFAADwJD1bBem90T1U5nDojjkblXYsz/QkAAAA4DcR/gAAAM7DJW2C9e4dPVRc7tCoORu1I+OM6UkAAADAryL8AQAAnKe+bUP0zu3dVFRSoVFzNmrP8XzTkwAAAID/QvgDAAC4AAPaN9abt3VVfnGZRs7eqH0nCkxPAgAAAP4N4Q8AAOACDezURDNHdNWpolKNnL1BB3MKTU8CAAAAziH8AQAAXIRBUU01fXiscgpKNHL2Bh05WWR6EgAAACCJ8AcAAHDREqLD9Pqtsco6U6wRszco/RTxDwAAAOYR/gAAAKrA9bHN9OrQGGXkndWI2RuUcfqs6UkAAADwcIQ/AACAKjK0W7hevLGLjuae1cjZG3T8TLHpSQAAAPBghD8AAIAqNLxnCz13Q5QOnSzSiNkbdCKf+AcAAAAzCH8AAABV7Pb4lnp6SCcdyC7UbbM36mRBielJAAAA8ECEPwAAgGpwV59W+tO1HbX3RIFue3ejThWWmp4EAAAAD0P4AwAAqCbj+7fW1EHttSsrX6PmbFReUZnpSQAAAPAghD8AAIBqdN+ASD04sJ22Z5zRHe9t1Jli4h8AAABqBuEPAACgmk0e2FYTL49USnqe7nxvkwpKyk1PAgAAgAcg/AEAANSAKVe20z2XtlbSkdO6a+4mFRL/AAAAUM0IfwAAADXAsiw9NqiDxvZtpc2HTmnsB5t1trTC9CwAAAC4McIfAABADbEsS08M7qg7L2mpDQdyNX7eFhWXEf8AAABQPQh/AAAANciyLP35us4a2auF1uzL0T0f/qKScuIfAAAAqh7hDwAAoIZZlqXnr4/SsO7hWrUnW/d9tFWl5Q7TswAAAOBmCH8AAAAG2GyWXrwpWjfFNdP3u05o4oKtKqsg/gEAAKDqEP4AAAAMsdssvXpLjIbEhOnr7cf1wMJklRP/AAAAUEW8TA8AAADwZHabpdeHxai8wqHl2zLlZbc0bVis7DbL9DQAAAC4OI74AwAAMMzLbtOMEXG6slMTLU3O0NQlqXI4nKZnAQAAwMUR/gAAAGoBb7tNs0bG6fIOjfXp1nT98fNtxD8AAABcFMIfAABALeHrZdebt3VVv7YhWrj5qJ76Mk1OJ/EPAAAAF4bwBwAAUIv4eds1+47u6t0mWB9tOKJnlu0g/gEAAOCCEP4AAABqGT9vu969s7t6tgrS++sO6YWvdhL/AAAAcN4IfwAAALWQv4+X5o7uoe4tG2r2zwf1yte7iX8AAAA4L4Q/AACAWirA10tz7+qh2OYN9Pef9uv17/aangQAAAAXQvgDAACoxer6eeuDMT3VpVl9zfh+r2Z+T/wDAABA5RD+AAAAarn6dbz14die6hRaT3/9do/eWrXf9CQAAAC4AMIfAACAC2jg76OPxvVS+yZ19dKKXXr35wOmJwEAAKCWI/wBAAC4iKAAH308vpciGwfq+eU79cG6Q6YnAQAAoBYj/AEAALiQkEBfzR/XS61DAvT0l9v18cbDpicBAACgliL8AQAAuJjG9fw0f3y8Wgb760+fp2nx5qOmJwEAAKAWIvwBAAC4oKb1/xH/whvW0aOfpeqzremmJwEAAKCWIfwBAAC4qGYN6mjB+HiF1vPTw5+kaGnyMdOTAAAAUIsQ/gAAAFxY8yB/Lbg7Xo3q+mrK4hR9tS3T9CQAAADUEoQ/AAAAF9cyOEALxscrKMBHkxYk6ZvtWaYnAQAAoBYg/AEAALiB1o0CtWB8L9Wv460J87fqh13HTU8CAACAYYQ/AAAANxHZuK7mj49XoK+X/vDhVq3ak216EgAAAAwi/AEAALiR9k3r6qNxvVTHx667523R2n05picBAADAEMIfAACAm+kcVl8fje0lHy+bxn6wWRsOnDQ9CQAAAAYQ/gAAANxQl/D6mjemp7xsNo15f7O2HMo1PQkAAAA1jPAHAADgpuJaNNT7d/WQJI2eu1lbj5wyvAgAAAA1ifAHAADgxrpHBGnu6B4qdzh053ublJp+2vQkAAAA1BDCHwAAgJvr1TpY793ZQ6XlDt0+Z5PSjuWZngQAAIAaQPgDAADwAL0jQzT7ju46W1qh2+ds1K6sM6YnAQAAoJoR/gAAADxE/3aN9Pbt3VRQUq7bZm/U3uP5picBAACgGhH+AAAAPMhlHRrrbyO7Ku9smUbM3qj92QWmJwEAAKCaEP4AAAA8zFWdm2rmiDidKirVyNkbdCin0PQkAAAAVAPCHwAAgAe6pkuoXr81Vtn5JRo5e4OO5haZngQAAIAqRvgDAADwUNfFhOmvw2KUeaZYI2Zv0LHTZ01PAgAAQBUi/AEAAHiwG+PC9fLN0Uo/dVYj3tmgrLxi05MAAABQRSoV/iZNmqSIiAhZlqW0tLRzjw8YMECtW7dWbGysYmNj9frrr1fbUAAAAFSPYd2b64Ubu+hIbpFGzN6gE2eIfwAAAO6gUuFv6NChWrNmjVq2bPlfX5sxY4aSk5OVnJysBx98sMoHAgAAoPqN7NVCz17fWQdzCjVi9gZl55eYngQAAICLVKnw179/f4WHh1f3FgAAABh0xyURejKhk/ZnF2rUuxuVW1hqehIAAAAuwkVf4++RRx5Rly5ddOutt+rAgQNVsQkAAACGjO3bSo9f00G7j+dr9NxNKimvMD0JAAAAF+iiwt+HH36onTt3KjU1Vf369VNCQsJvPnfatGkKDw8/91FQUHAxLw0AAIBqcs+lbXTvgDZKTc/Tyyt2m54DAACAC2Q5nU5nZZ8cERGhxMRERUVF/erX/fz8dOzYMQUHB//u9woPD1d6enrllwIAAKDGlFc4NPydDdpy+JTm3NldV3RsYnoSAAAA/sPv9bULPuKvvLxcx48fP/f5p59+qiZNmlQq+gEAAKB287LbNH1EnOrX8dbDn6QoK487/QIAALiaSoW/CRMmnCuIAwcOVGRkpEpKSjR48GB16dJFMTExevPNN/Xll19W914AAADUkGYN6uiVodE6VVSmyQuTVOGo9IkiAAAAqAXO61TfqsSpvgAAAK7h6aVp+mD9YT04sJ0mD2xreg4AAAD+qdpO9QUAAIBnePzajuoYWk/Tv9+jjQdOmp4DAACASiL8AQAA4H/y87Zr1sg4+XrZNXlhsk4VlpqeBAAAgEog/AEAAOB3tWkUqGev76ysM8V6ZEmKDF0tBgAAAOeB8AcAAIBKGdotXDfEhum7nSf0/rpDpucAAADgdxD+AAAAUCmWZen5G7soIthfL361S2nH8kxPAgAAwP9A+AMAAEClBfp6aeaIrnLKqYkLklRQUm56EgAAAH4D4Q8AAADnpUt4fT12TUcdzCnUU0vTTM8BAADAbyD8AQAA4LyN6ROhKzo01mdbj+nTX9JNzwEAAMCvIPwBAADgvFmWpVdviVGTer56cmmaDmQXmJ4EAACA/0D4AwAAwAUJCvDRG7fG6WxZhe6fn6SS8grTkwAAAPAvCH8AAAC4YJe0CdbEy9tqR+YZvfjVLtNzAAAA8C8IfwAAALgoky6PVM+IIL2/7pC+3XHc9BwAAAD8E+EPAAAAF8XLbtMbw2PVwN9bjyxJUcbps6YnAQAAQIQ/AAAAVIGwBnX06tAYnS4q0wMLk1Ve4TA9CQAAwOMR/gAAAFAlruzURKN7R2jToVzN/GGf6TkAAAAej/AHAACAKvP4tR3UOayeZv6wV+v3nzQ9BwAAwKMR/gAAAFBlfL3smjkiTn7edj2wKEm5haWmJwEAAHgswh8AAACqVOtGgXru+igdP1Oihz9JkdPpND0JAADAIxH+AAAAUOVu7haum+Ka6YddJ/Te2kOm5wAAAHgkwh8AAACqxbM3RKlVSIBeWrFT29LzTM8BAADwOIQ/AAAAVItAXy/NHBEnS5buX7BV+cVlpicBAAB4FMIfAAAAqk1Us/p6/NoOOnyySE9+kcb1/gAAAGoQ4Q8AAADVanTvCA3s2FhfJGfo063HTM8BAADwGIQ/AAAAVCvLsvTq0Bg1reenJ79I0/7sAtOTAAAAPALhDwAAANWuYYCPpg+PVUl5he6fn6TisgrTkwAAANwe4Q8AAAA1olfrYE26oq12Zp7Ri1/tND0HAADA7RH+AAAAUGMmXt5WvVoF6YP1h/X19izTcwAAANwa4Q8AAAA1xm6z9MbwWDX099bUJak6dvqs6UkAAABui/AHAACAGhVav45euyVGeWfLNHlBksorHKYnAQAAuCXCHwAAAGrcFR2baEyfVtpy+JSmf7/X9BwAAAC3RPgDAACAEY9e015Rzepp1o/7tG5/juk5AAAAbofwBwAAACN8veyaOaKr/L3temBhsk4WlJieBAAA4FYIfwAAADCmVUiA/nJjF53IL9FDn6TI4XCangQAAOA2CH8AAAAw6oa4Zrq5a7h+2p2t99YeND0HAADAbRD+AAAAYNyz13dW65AAvbxyl1KOnjY9BwAAwC0Q/gAAAGBcgK+XZo6MkyVLExckKb+4zPQkAAAAl0f4AwAAQK3QOay+/jS4o47kFumPn6fJ6eR6fwAAABeD8AcAAIBa445LWurKTk20LCVDn2xJNz0HAADApRH+AAAAUGtYlqVXh0YrrL6fnv5yu/adyDc9CQAAwGUR/gAAAFCrNPD30fQRcSopr9D985NUXFZhehIAAIBLIvwBAACg1ukREaQHB7bTrqx8/WX5TtNzAAAAXBLhDwAAALXSfZdF6pLWwfpww2GtTMs0PQcAAMDlEP4AAABQK9ltlt4YHqugAB9NXZKq9FNFpicBAAC4FMIfAAAAaq0m9fz02i3ROlNcrkkLklRW4TA9CQAAwGUQ/gAAAFCrXd6hicb1baWtR07rje/2mJ4DAADgMgh/AAAAqPWmDuqgLs3q682f9mvN3hzTcwAAAFwC4Q8AAAC1no+XTTNHxCnAx0sPLk5WTkGJ6UkAAAC1HuEPAAAALiEiJEB/uTFK2fklemhxihwOp+lJAAAAtRrhDwAAAC7j+thmGtY9XKv2ZOvdNQdMzwEAAKjVCH8AAABwKX++rrPaNArQKyt3K/noadNzAAAAai3CHwAAAFyKv4+XZo3sKpvN0sQFW3WmuMz0JAAAgFqJ8AcAAACX0zG0np4c3FFHc8/q8c+2yenken8AAAD/ifAHAAAAlzQqvqWu7txEy1MztWjzUdNzAAAAah3CHwAAAFySZVl65eYYNWtQR39etl17juebngQAAFCrEP4AAADgsur7e2v68FiVVTh1//ytKi6rMD0JAACg1qhU+Js0aZIiIiJkWZbS0tL+6+sffPCBLMtSYmJilQ8EAAAA/pfuEUGacmU77TleoOcSd5ieAwAAUGtUKvwNHTpUa9asUcuWLf/ra+np6Xr77bcVHx9f5eMAAACAyvjDpW3UJzJYH288oq+2ZZqeAwAAUCtUKvz1799f4eHhv/q1u+++W6+//rp8fX2rdBgAAABQWXabpdeHxSo4wEePfpqqo7lFpicBAAAYd1HX+Pv73/+uzp07q1evXlW1BwAAALggjev56a/DYpRfXK5JC5NUVuEwPQkAAMCoCw5/Bw8e1OzZs/Xss89W6vnTpk1TeHj4uY+CgoILfWkAAADgVw1o31h392+tpCOnNe3bPabnAAAAGHXB4W/9+vXKyMhQx44dFRERoQ0bNmjs2LGaPXv2rz5/ypQpSk9PP/cRGBh4waMBAACA3/LwVe0VE15ff/9pv1bvyTY9BwAAwJgLDn8jR45UVlaWDh06pEOHDik+Pl5z5szR+PHjq3IfAAAAcF58vGyaOaKr6vp6acriZJ3ILzY9CQAAwIhKhb8JEyYoPDxc6enpGjhwoCIjI6t7FwAAAHDBWgT764WbuiinoFQPLU6Rw+E0PQkAAKDGWU6n08ifgv4vJAIAAADV5bFPU7Vw81E9dk0H/eHSNqbnAAAAVKnf62sXdVdfAAAAoDZ7ekhnRTYO1Gtf79bWI6dMzwEAAKhRhD8AAAC4rTo+ds0aGSe7zdKkBUnKO1tmehIAAECNIfwBAADArXVoWk9PJnRS+qmz+uNn22ToSjcAAAA1jvAHAAAAt3dbrxa6Jqqplm/L1IJNR03PAQAAqBGEPwAAALg9y7L00k3Ratagjp5Ztl27s/JNTwIAAKh2hD8AAAB4hPr+3poxIk7lDqfun79VZ0srTE8CAACoVoQ/AAAAeIxuLRvqoavaae+JAj2buN30HAAAgGpF+AMAAIBH+UP/NuobGaIFm44qMTXD9BwAAIBqQ/gDAACAR7HZLE27NUYhgT56/NNtOppbZHoSAABAtSD8AQAAwOM0ruunacNilV9SrvsXJKmswmF6EgAAQJUj/AEAAMAj9W/XSPdc2lopR0/rtW92m54DAABQ5Qh/AAAA8FgPX9Vesc0b6O1VB7RqT7bpOQAAAFWK8AcAAACP5W23aeaIONX19dKURck6cabY9CQAAIAqQ/gDAACAR2se5K+Xbo7WycJSPbg4WQ6H0/QkAACAKkH4AwAAgMcbHB2qET1baO2+k/r7qv2m5wAAAFQJwh8AAAAg6amETmrXJFDTvt2jXw7nmp4DAABw0Qh/AAAAgKQ6PnbNGtlV3nZLkxYkK6+ozPQkAACAi0L4AwAAAP6pXZO6enpIZx07fVaPfZYqp5Pr/QEAANdF+AMAAAD+xfAezTU4OlQr0rL08cYjpucAAABcMMIfAAAA8C8sy9KLN3VReMM6ejZxh3ZmnjE9CQAA4IIQ/gAAAID/UM/PWzNGxMnhcGrigiQVlZabngQAAHDeCH8AAADAr+jaoqEevrq99p0o0DNf7jA9BwAA4LwR/gAAAIDfcHe/1urXNkSLthzV0uRjpucAAACcF8IfAAAA8BtsNkvThsUqJNBXf/o8TYdPFpqeBAAAUGmEPwAAAOB/aFTXV2/cGqvC0nJNWpCk0nKH6UkAAACVQvgDAAAAfkfftiG699I2SknP02vf7DY9BwAAoFIIfwAAAEAlPHhlO3Vt0UDvrD6gH3efMD0HAADgdxH+AAAAgErwtts0fXic6vp56aHFKTp+ptj0JAAAgP+J8AcAAABUUvMgf718c7RyC0v14KJkVTicpicBAAD8JsIfAAAAcB6u7RKq23q10Lr9J/X3n/aZngMAAPCbCH8AAADAeXoyoZPaN6mr17/bq82Hck3PAQAA+FWEPwAAAOA8+XnbNWtknLztliYvSNLpolLTkwAAAP4L4Q8AAAC4AG2b1NUz13VWRl6xHv00VU4n1/sDAAC1C+EPAAAAuEDDujfXkJgwfb39uD7acNj0HAAAgH9D+AMAAAAukGVZ+suNUWoR5K/nlu/UjowzpicBAACcQ/gDAAAALkI9P2/NGBEnh8Op+xdsVVFpuelJAAAAkgh/AAAAwEWLbd5AUwe114HsQj29dLvpOQAAAJIIfwAAAECVGNe3tS5t10if/JKuL5KOmZ4DAABA+AMAAACqgs1m6a/DYtSorq/+9Pk2HcopND0JAAB4OMIfAAAAUEVCAn31xq2xKiqr0MQFSSotd5ieBAAAPBjhDwAAAKhCfSJDNGFApLYdy9MrK3eZngMAADwY4Q8AAACoYg8MbKvuLRvq3TUH9cOu46bnAAAAD0X4AwAAAKqYl92m6SPiVM/PSw9/kqqsvGLTkwAAgAci/AEAAADVoFmDOnplaIxyC0v1wKIkVTicpicBAAAPQ/gDAAAAqsmgqKa6Pb6lNhzI1d9+3Gd6DgAA8DCEPwAAAKAa/WlwR3VoWldvfLdHmw7mmp4DAAA8COEPAAAAqEZ+3nbNGhknXy+7Ji9M0qnCUtOTAACAhyD8AQAAANUssnFdPXN9Z2XmFeuRJalyOrneHwAAqH6EPwAAAKAG3NItXNfHhum7ncc1b/1h03MAAIAHIPwBAAAANcCyLD1/Q5RaBvvrL8t3antGnulJAADAzRH+AAAAgBpS189bM0fEySmnJs5PUmFJuelJAADAjRH+AAAAgBoUHd5Ajw7qoAM5hXpq6XbTcwAAgBsj/AEAAAA1bGzfVrqsfSN9ujVdn21NNz0HAAC4KcIfAAAAUMMsy9Jrt8SocV1fPfFFmg5kF5ieBAAA3BDhDwAAADAgONBXbwyP1dmyCk1ckKSS8grTkwAAgJupVPibNGmSIiIiZFmW0tLSzj1+1113KTo6WrGxserRo4e+//77ahsKAAAAuJvebUI08bJIbc84o5dW7DI9BwAAuBmvyjxp6NChmjp1qvr27ftvj7/++utq0KCBJCk5OVkDBw5Udna2LMuq8qEAAACAO5p0RVutP3BSc9ceUp82IRrYqYnpSQAAwE1U6oi//v37Kzw8/L8e/7/oJ0mnT58m+AEAAADnyctu0/Thcapfx1uPLElRZt5Z05MAAHALGafPqsLhND3DqIu+xt9jjz2mNm3a6KabbtInn3xC/AMAAADOU1iDOnp1aLROFZVp8sJkj/9LCgAAF8PpdGr+xiMaOG2V3ltz0PQcoy46/L300kvav3+/Fi9erEceeUSlpaW/+rxp06YpPDz83EdBAXcuAwAAAP7PVZ2banTvCG06mKuZP+w1PQcAAJeUlVes0XM364+fb1ODOt7qGFrP9CSjquyuvgMHDlR+fr62bdv2q1+fMmWK0tPTz30EBgZW1UsDAAAAbuGxazqoY2g9zfh+rzYcOGl6DgAALsPpdOqLpGO66vVVWrUnW0O7hWvlg/3Vt22I6WlGXXD4Ky8v1969//9fIjdt2qQTJ06odevWVTIMAAAA8DR+3nbNGhknP2+7HliYrNzCXz+bBgAA/H8nC0p038db9cCiZPl42TX7ju567ZYY1fPzNj3NuErd1XfChAlaunSpsrKyNHDgQAUGBmr79u0aPXq08vLyZLfbFRAQoCVLlqhhw4bVvRkAAABwW20aBerZ66P08CcpeuSTFL17Z3euow0AwG/4enuW/vjZNp0sLNW1XZrq+Ru6KCjAx/SsWsNyOp1GrhwcHh6u9PR0Ey8NAAAA1GpOp1NTFqfo86Rjeiqhk8b0bWV6EgAAtUre2TI9s2y7Ptt6TPXreOvZ6zvrupgwj/vHst/ra5U64g8AAABAzbEsS8/dEKWkI6f04oqd6tkqSFHN6pueBQBArfDz3mxNXZKqzLxiDWjfSC/fHK0m9fxMz6qVquzmHgAAAACqTqCvl2aN7CpJmrggSQUl5YYXAQBgVmFJuZ74Yptun7NJZ86W6aWbumju6B5Ev/+B8AcAAADUUlHN6uvxazrqYE6hnvoizfQcAACM2XwoV9fO+FkfbTiiXq2CtPKB/hres4XHndp7vjjVFwAAAKjF7uoTobX7cvRZ0jH1iQzRzd3CTU8CAKDGFJdVaNq3ezT75wPysdv0VEInje4dIZuN4FcZHPEHAAAA1GKWZenVW2LUpJ6vnlyapv3ZBaYnAQBQI7al52nIzDV6Z/UBRYc30PJJ/TSmbyui33kg/AEAAAC1XFCAj6YPj1NxWYUmzk9ScVmF6UkAAFSbsgqH3vhuj258c60OnSzUI1e316d/uESRjQNNT3M5hD8AAADABcS3DtbEy9tqR+YZvbRil+k5AABUiz3H83Xjm2v1xnd7Fdk4UEsn9NWEyyLlZSdhXQiu8QcAAAC4iImXR2r9gZN6f90h9W4TrKs6NzU9CQCAKlHhcGrOmgN67Zs9Kq9w6L4BbTR5YFv5etlNT3Np5FIAAADARXjZbZo+PFYN/L31yJJUZZw+a3oSAAAX7fDJQg1/Z71e+GqXwhvU0ZJ7e2vqoA5EvypA+AMAAABcSGj9OnptaIzyzpbpgYXJKq9wmJ4EAMAFcTqd+nDDYQ1642dtPnRKo3tHaPmkfuraoqHpaW6D8AcAAAC4mIGdmuiuPhHadChXM37YZ3oOAADnLeP0Wd3x3iY9+UWaggJ8NH98L/35us6q48NRflWJa/wBAAAALuixazpo08Fczfxhr+JbB6l3mxDTkwAA+F1Op1OfbT2mPy/brvzict3avbmeSOioun7epqe5JY74AwAAAFyQr5ddM0fEqY63XQ8uStbJghLTkwAA+J9yCkp0z4e/6KFPUuTnbdecO7vr5aHRRL9qRPgDAAAAXFTrRoF6/oYoHT9Tooc/SZHT6TQ9CQCAX7UyLVNXvb5a3+w4riExYfrmgf66omMT07PcHqf6AgAAAC7spq7hWrMvR59tPaY5aw5qXL/WpicBAHBOXlGZnv4yTV8kZ6iBv7dmjYxTQnSY6Vkeg/AHAAAAuLjnro9S0pHTennlLvVsFaTo8AamJwEAoJ92n9Cjn6bq+JkSXdGhsV68uYsa1/UzPcujcKovAAAA4OICfL00c0ScLFmauCBJ+cVlpicBADxYQUm5/vj5No2eu1mFJRV6ZWi03r2zO9HPAMIfAAAA4AaimtXXH6/toMMni/TEF2lc7w8AYMTGAyd1zfTVmr/xiHq3CdbKB/ppWPfmsizL9DSPxKm+AAAAgJu4s3eE1uw7qaXJGeobGaJbujc3PQkA4CGKyyr06te79d7ag/L1sumZ6zrr9viWstkIfiZxxB8AAADgJizL0qtDoxVa309PLd2ufScKTE8CAHiAlKOnNXjGz5qz5qBimzfQV5P66c7eEUS/WoDwBwAAALiRhgE+mj48TiXlFbp//lYVl1WYngQAcFOl5Q5N+2a3bvr7Oh3NPatHB3XQkj/0VutGgaan4Z8IfwAAAICb6dkqSJOvaKddWfl64audpucAANzQrqwzuvHNtZrxwz61b1JXX07so3sHtJGdo/xqFa7xBwAAALih+y+P1Lr9OZq3/rB6twnRoKimpicBANxAhcOpd1Yf0Ovf7lGF06lJl0fq/svbyseLY8tqI35UAAAAADdkt1maPjxODf29NXVJitJPFZmeBABwcQdzCnXLW+v08spdah5UR5/e21tTrmpP9KvF+JEBAAAA3FTT+n7667AYnSku1+SFySqvcJieBABwQQ6HUx+sO6Rrpq9W0tHTGtu3lZZP6qfY5g1MT8PvIPwBAAAAbuzyDk00tm8r/XL4lN74bq/pOQAAF3Ps9Fnd/t5GPf3ldoUE+mrB+Hg9mdBJft5209NQCVzjDwAAAHBzUwe116aDufrbT/vUu02wekeGmJ4EAKjlnE6nPvklXc8t26H8knKN6NlCfxrcUYG+pCRXwhF/AAAAgJvz9bJr5og4+XvbNXlRsnIKSkxPAgDUYifyizV+3hZNXZKqOj52zb2rh168qQvRzwUR/gAAAAAPEBESoBdu6qLs/BI9/EmKHA6n6UkAgFooMTVDV72+Wt/tPKEbYsP0zYP9dVn7xqZn4QKRagEAAAAPcX1sM/28N0dLfknXnDUHNb5/a9OTAAC1xOmiUj25dLuWpWQoKMBHb97WVdd2CTU9CxeJ8AcAAAB4kGeu66ytR07p5ZW71LNVkGK4IyMAeLwfdh3Xo59uU3Z+ia7s1EQv3NhFjer6mp6FKsCpvgAAAIAHCfD10swRcbLZLE1ckKQzxWWmJwEADMkvLtOjS1I15v0tKi6t0F9vidE7t3cj+rkRwh8AAADgYTqH1dcTgzvqSG6R/vjZNjmdXO8PADzNuv05GvTGz1q05aj6Robo6wf76+Zu4bIsy/Q0VCFO9QUAAAA80O3xLbVmb44SUzPVr22Ibu3RwvQkAEANOFtaoVe+3qW5aw+pjrddz90QpVG9WhD83BRH/AEAAAAeyLIsvTI0WmH1/fT0l9u170S+6UkAgGq29cgpDZ7xs+auPaTuLRtqxeR+uj2+JdHPjRH+AAAAAA/VwN9HM0bEqazCqfvnJ6m4rML0JABANSgpr9CrX+/S0L+vU/qps3r8mg5adM8liggJMD0N1YzwBwAAAHiw7hFBenBgW+3Kytfzy3eYngMAqGI7Ms7o+llr9bcf96tTWD0lTuqrey5tI7uNo/w8Adf4AwAAADzcvQMitXbfSX204Yj6tAnRNV1CTU8CAFyk8gqH3l59QG98t0cOpzT5ira6//JIeds5BsyT8KMNAAAAeDi7zdIbw2MVFOCjqZ+m6mhukelJAICLsD+7QEPfWq9Xv96tiOAAfXFfHz14ZTuinwfiRxwAAACAmtTz019viVF+cbkmL0xSWYXD9CQAwHlyOJx6b81BXTv9Z6Wkn9bd/Vtr2cS+6hJe3/Q0GEL4AwAAACBJuqxDY43v10pbj5zW69/uMT0HAHAejuYWaeS7G/Rs4g41qeenRXdfoj9e21F+3nbT02AQ1/gDAAAAcM4jV3fQxoO5+vuq/erdJkR924aYngQA+B+cTqcWbzmq5xJ3qqCkXKPiW+jxazoqwJfkA474AwAAAPAvfLxsmjkiTgE+XnpwcbKy80tMTwIA/IbjZ4o15v3NevTTbQr09dK8MT31/A1diH44h/AHAAAA4N+0DA7QCzd1UXZ+iR76JEUOh9P0JADAv3A6nfoyJUNXvb5aP+7O1k1xzfT1g/3Vv10j09NQy5CAAQAAAPyX62LCtHZvjhZtOarZPx/QPZe2MT0JACApt7BUT36RpuXbMhUc4KO3RnXToKimpmehliL8AQAAAPhVT1/XSVsO5+rVr3erZ6sgxbVoaHoSAHi073Yc12OfbVNOQYkGdW6qv9wYpeBAX9OzUItxqi8AAACAX+Xv46VZI7vKZrM0cUGS8s6WmZ4EAB7pTHGZHv4kRePmbVFpeYXeuDVWfx/VleiH30X4AwAAAPCbOobW05MJnZR+6qz++Nk2OZ1c7w8AatLafTka9PpqLfklXf3bNdI3D16qG+KaybIs09PgAjjVFwAAAMD/NKpXC63dm6Pl2zLVd3OIRvRsYXoSALi9otJyvbRil+atPyx/H7teuLGLRvRsTvDDeSH8AQAAAPifLMvSyzdHa9uxPP35y+3q1rKh2jWpa3oWALitXw7n6qHFKTp0skg9I4L02i0xahHsb3oWXBCn+gIAAAD4XfX9vTVjRKzKHU7dP3+rissqTE8CALdTUl6hl1bs0i1vrVdGXrGeGNxRC++OJ/rhghH+AAAAAFRKt5ZBmnJlO+05XqBnE3eYngMAbiXtWJ6um7lWb63ar6hm9fXVpL4a16+1bDZO7cWF41RfAAAAAJV276VttH7/Sc3feER92oRocHSo6UkA4NLKKhz6+0/7NeP7vZKkKVe2070D2sjbzrFauHi8iwAAAABUms1madqwGAUH+Oixz1J1NLfI9CQAcFn7TuTr5r+v07Rv96hNo0B9MaGPJl3RluiHKsM7CQAAAMB5aVzPT38dFqP84nJNXJCksgqH6UkA4FIcDqfe/fmArp2xRmnH8vSHS9voy4l9FNWsvulpcDOVCn+TJk1SRESELMtSWlraucfHjBmj9u3bKzY2Vv3791dycnJ17QQAAABQiwxo31j39G+t5KOn9ddv9pieAwAu48jJIg2fvUHPL9+psPp++uQPl+ixazrI18tuehrcUKXC39ChQ7VmzRq1bNny3x6/4YYbtH37diUnJ2vq1KkaNmxYtYwEAAAAUPs8dFV7xTRvoLdW7dfqPdmm5wBAreZ0OvXxxsMaNH21Nh3M1Z2XtNRXk/upW8sg09Pgxiyn0+ms7JMjIiKUmJioqKio//paTk6OmjVrprNnz8pm+/2eGB4ervT09PNbCwAAAKBWOXKySINn/Cxfb5u+mtxPjev6mZ4EALVOVl6xpn6aqtV7shVW30+vDI1R37YhpmfBDfxeX6uya/xNnz5d1157baWiHwAAAAD30CLYXy/c1EU5BaV6aHGKHI5KH1cAAG7P6XTqi6Rjuur1VVq9J1u3dAvXygf7E/1QY7yq4pt89NFHWrx4sX7++efffM60adM0bdq0c58XFBRUxUsDAAAAMGxITJjW7c/Rgk1H9fbqA7p3QBvTkwDAuJMFJfrT52lauT1LIYG+mn1HrK7s1MT0LHiYiz48b9GiRXrmmWf07bffqnHjxr/5vClTpig9Pf3cR2Bg4MW+NAAAAIBa4qmEzmrbOFCvfbNbvxw+ZXoOABj19fYsXfX6aq3cnqXBXUL1zYP9iX4w4qLC3+LFi/XEE0/ou+++U4sWLapqEwAAAAAXU8fHrlkju8rLZmnSgiTlnS0zPQkAalze2TJNWZSsez78ReUOp2aMiNOskXEKCvAxPQ0eqlI395gwYYKWLl2qrKwshYSEKDAwUPv27ZO3t7eaNm2q4ODgc8/9/vvv/+3z38LNPQAAAAD38/HGw/rT52m6Jqqp3rytqyzLMj0JAGrE6j3ZmrokVVlninVZ+0Z66eZoNanHDY9QvX6vr53XXX2rEuEPAAAAcD9Op1MT5m/VV9uy9Jcbo3Rbr5amJwFAtSosKdeLK3bqow1HFOBj11NDOmlY9+b8wwdqxO/1tSq5uQcAAAAASJJlWXrxpmilHM3Ts8t2qFvLhurQtJ7pWQBQLTYdzNXDn6ToSG6R4lsH6dWhMWoe5G96FnDORd/cAwAAAAD+Vf063po5Mk7lDqfun5+kotJy05MAoEoVl1Xoha926tZ31uv4mWI9ldBJ88fFE/1Q6xD+AAAAAFS5ri0a6uGr2mvfiQI9u2yH6TkAUGW2pedpyMw1emf1AcWEN9BXk/tpTN9Wstk4tRe1D6f6AgAAAKgW9/RvrXX7c7Rw81H1iQzRkJgw05MA4IKVVTg064d9mvXjPtks6ZGr2+ue/q3lZeeYKtRevDsBAAAAVAubzdK0YbEKCfTVHz/bpiMni0xPAoALsud4vm58c62mf79XbRsHaumEvppwWSTRD7Ue71AAAAAA1aZRXV+9fmuM8kvKNXFhkkrLHaYnAUClVTicenvVfiXMWKMdGWc04bI2Wnp/H3UK46ZFcA2EPwAAAADVql/bRvrDpW2UcvS0/vrNbtNzAKBSDuUU6ta31+vFFbsU3rCOPr23tx65uoN8veympwGVxjX+AAAAAFS7h65qpw0HTurt1Qd0SZtgDWjf2PQkAPhVTqdTH208oheW79TZsgrd1SdCU6/uoDo+BD+4Ho74AwAAAFDtvO02zRwRp7p+XnpocYpOnCk2PQkA/kvG6bO6471NevKLNAUF+Gj++F56ekhnoh9cFuEPAAAAQI1oHuSvl26K1snCUj2wKFkVDqfpSQAg6R9H+X36S7qufmO1ft6bo1u7N9fKB/qpd5sQ09OAi8KpvgAAAABqzODoUK3d30LzNx7RW6v2a8JlkaYnAfBw2fkl+tPn2/TNjuNqVNdX04fH6vIOTUzPAqoE4Q8AAABAjXoqoZN+OXRK077do/jWQerWMsj0JAAeasW2TP3pizTlFpbqupgwPXNdZzUM8DE9C6gynOoLAAAAoEb5eds1c2ScvO2WJi1IVl5RmelJADxMXlGZJi9M0r0fb5XT6dTfRnbVjBFxRD+4HcIfAAAAgBrXrkld/XlIZx07fVaPfpoqp5Pr/QGoGT/uPqGr3lilpckZuqJDY339YH8Njg41PQuoFpzqCwAAAMCIW3s018/7crQ8NVMfbTyi2+Nbmp4EwI0VlJTrL8t3aMGmo6rr66VXh0ZraLdwWZZlehpQbQh/AAAAAIywLEsv3tRFKUdP67nEHeresqE6htYzPQuAG9pw4KQe/iRF6afOqnebYL16S4yaNahjehZQ7TjVFwAAAIAx9fy8NXNEnBwOp+6fv1VFpeWmJwFwI8VlFXoucYdGzN6gnIISPXNdZ300thfRDx6D8AcAAADAqLgWDfXI1e21P7tQf/5yu+k5ANxE8tHTunbGz5qz5qDimjfQisn9dWfvCNlsnNoLz8GpvgAAAACMG9+vtdbuP6nFW9LVJzJE18c2Mz0JgIsqLXdo5g979eZP+2W3LD06qIPu7t9adoIfPBBH/AEAAAAwzmazNG1YjBrV9dWfPk/T4ZOFpicBcEG7ss7ohr+t1cwf9ql9k7r6cmIf3TugDdEPHovwBwAAAKBWCAn01evDYlVYWq6JC5JUWu4wPQmAi6hwOPXmT/s0ZOYa7T6er0mXR+qLCX3UoSk3DIJnI/wBAAAAqDX6tg3RfQPaKDU9T69+vcv0HAAu4EB2gYa+tU6vrNytFkH++vTe3ppyVXv5eJE8AK7xBwAAAKBWeWBgO63ff1Kzfz6o3m1CdFmHxqYnAaiFHA6n5q0/pJdW7lJJuUPj+rbSw1e3l5+33fQ0oNYgfwMAAACoVbztNk0fHqd6fl566JMUHT9TbHoSgFom/VSRRs3ZqD8v26FGdX21YHy8nkjoRPQD/gPhDwAAAECt0zzIXy/fHK3cwlI9sDBZFQ6n6UkAagGn06nFW45q0Bs/a93+kxrRs4VWTO6v+NbBpqcBtRLhDwAAAECtdE2XUI2Kb6H1B07qzR/3mZ4DwLATZ4o17oMtmrokVQG+dr1/Vw+9eFMXBfpyFTPgt/CzAwAAAECt9cTgTtpy6JRe/26P4tsEq0dEkOlJAAxITM3QE1+k6XRRmW6IDdMz10Wpvr+36VlArccRfwAAAABqLT9vu2aNjJOvl12TFyTpdFGp6UkAatCpwlJNXJCk++cnyWZZ+vttXfXG8DiiH1BJhD8AAAAAtVpk47p65rrOysgr1tQlqXI6ud4f4Al+2HVcV72xWstSMnRVpyb65sH+uqZLqOlZgEvhVF8AAAAAtd4t3cO1Zl+OvkzJ0IcbDuuOSyJMTwJQTfKLy/Rc4g4t3pKuun5emjYsRjfGNZNlWaanAS6H8AcAAACg1rMsS3+5MUrJR0/r+cSd6tayoTqH1Tc9C0AVW7c/R498kqpjp8+qX9sQvXxztMIa1DE9C3BZnOoLAAAAwCXU9fPWzBFxcjidmrggSYUl5aYnAagiZ0sr9Ocvt2vk7I3KLSzVczdEad6YnkQ/4CIR/gAAAAC4jJjmDfTooA46kF2op7/cbnoOgCqw9cgpDZ7xs95fd0g9Ihpq5QP9dHt8S07tBaoAp/oCAAAAcClj+7bS2v05WvJLuvpEBuvGuHDTkwBcgJLyCk3/bq/eWrVfXjab/nhtB43t21p2G8EPqCoc8QcAAADApdhsll67JUaN6/rqic/TdDCn0PQkAOdpR8YZXT9rrd78ab86hdVT4qS+urt/G6IfUMUIfwAAAABcTkigr964NVZFZRWauGCrSsorTE8CUAnlFQ7N+mGvrv/bGu07UaAHBrbV5/f1UbsmdU1PA9wS4Q8AAACAS+odGaL7L4tU2rEzemXlbtNzAPyOfScKdPNb6/XaN3sUERygz+/rowcGtpO3nTQBVBeu8QcAAADAZU2+oq3W7z+pOWsOqnebYF3RsYnpSQD+g8Ph1Nx1h/TKyl0qrXDonv6t9eCV7eTnbTc9DXB7ZHUAAAAALsvLbtP0EXGqX8dbD3+Soqy8YtOTAPyLo7lFGjF7g55L3KEm9fy0+J5L9Pi1HYl+QA0h/AEAAABwac0a1NHLN0frVFGZJi9MUoXDaXoS4PGcTqcWbjqiQW+s1saDubo9vqVWTO6nHhFBpqcBHoXwBwAAAMDlDYpqqjsuaamNB3M164d9pucAHu34mWKNeX+zHvtsm+rV8da8MT313A1RCvDlamNATeNnHQAAAAC38MdrO2rTwVxN/36P4lsHqVfrYNOTAI/idDr1ZUqGnlq6XXlny3RT12Z6ekhn1a/jbXoa4LE44g8AAACAW/DztmvWyK7y9bJr8sJknSosNT0J8BgnC0o0Yf5WTV6YLG+7pbdv76Zpw2KJfoBhhD8AAAAAbiOycaCevb6zss4U65ElKXI6ud4fUN2+3XFcV7+xWl9ty9Kgzk319QP9dXXnpqZnARCn+gIAAABwM0O7hWvtvhx9kZyhD9Yd0ug+rUxPAtzSmeIyPbtsh5b8kq56fl6aPjxW18WEybIs09MA/BPhDwAAAIBbsSxLz9/YRclHT+uFr3ape0SQoprVNz0LcCtr9uZo6pIUZeQV69J2jfTyzdFqWt/P9CwA/4FTfQEAAAC4nUBfL80c0VVOOTVxQZIKSspNTwLcQlFpuZ5amqZRczbq9NkyvXBjF71/Vw+iH1BLEf4AAAAAuKUu4fX16KAOOphTqKeWppmeA7i8Xw7n6trpP2ve+sPq2SpIKyf318heLTi1F6jFONUXAAAAgNsa27eV1u0/qc+2HlOfNiG6uVu46UmAyykuq9Dr3+3R7NUH5GW36YnBHTWmTyvZbAQ/oLbjiD8AAAAAbsuyLL06NFpN6vnqyaVpOpBdYHoS4FLSjuXpullr9PaqA+rSrL6+mtRX4/q1JvoBLoLwBwAAAMCtBQf66o1b43S2rEL3z09SSXmF6UlArVdW4dD07/bqhr+t1YHsQj10ZTt9em9vRTaua3oagPNA+AMAAADg9i5pE6yJl7fVjswzevGrXabnALXa3uP5uvnv6/T6d3vUplGgvpjQRxOvaCsvOwkBcDVc4w8AAACAR5h0eaQ27D+p99cdUp/IEF3ZqYnpSUCtUuFwau7ag3rl690qr3Do3gFt9MDAtvL1spueBuACkesBAAAAeAQvu01vDI9VA39vPbIkRZl5Z01PAmqNIyeLNOKdDXp++U6F1ffTJ3+4RI8O6kD0A1wc4Q8AAACAxwhrUEevDo3R6aIyTV6QrPIKh+lJgFFOp1MfbzysQdNXa9OhXN15SUt9NbmfurUMMj0NQBWoVPibNGmSIiIiZFmW0tLSzj3+wgsvqH379rLZbEpMTKy2kQAAAABQVa7s1ESje0do06Fczfxhn+k5gDFZecW6c+5m/enzNDWo462Px/XSM9dHyd+Hq4IB7qJS4W/o0KFas2aNWrZs+W+PX3HFFfrqq6/Uv3//ahkHAAAAANXhsWs6qFNoPc38Ya/W7z9peg5Qo5xOpz5PStdVr6/S6j3ZuqVbuFY+2F99IkNMTwNQxSqV8X8r7PXq1atKxwAAAABATfDztmvmyDgNmblGDyxK0vJJ/dTQ38f0LKDa5RaW6skv0rRye5ZCAn317h2xGsiNbgC3xfG7AAAAADxSm0aBeu76KD30SYq6P/+d6TlAjRrcJVTP3RCloACCN+DOaiz8TZs2TdOmTTv3eUFBQU29NAAAAAD8qpu7hSu/uExbDp8yPQWoEZZlaVDnphocHWp6CoAaUGPhb8qUKZoyZcq5z8PDw2vqpQEAAADgN43u00qj+7QyPQMAgCpXqZt7AAAAAAAAAHAtlQp/EyZMUHh4uNLT0zVw4EBFRkZKkl588UWFh4dr/fr1Gj1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      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 展现上海一周的天气，比如星期一到星期天的温度\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 1.创建画布\n",
    "plt.figure(figsize=(20,8), dpi=80)\n",
    "\n",
    "# 2.绘制图像\n",
    "plt.plot([1,2,3,4,5,6,7], [17,17,18,15,11,11,13])\n",
    "\n",
    "# 4.保存图片（必须在show之前保存，否则保存的是一个空白的图片，因为当调用plt.show()时，会释放figure资源）\n",
    "plt.savefig(\"test78.png\")\n",
    "\n",
    "# 3.显示图像\n",
    "plt.show()\n",
    "\n",
    "# 4.保存图片（必须在show之前保存，否则保存的是一个空白的图片）\n",
    "# plt.savefig(\"test88.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "621b1595-af5d-4563-aa61-d062caca8ad0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 需求画出某城市11点到12点1小时内每分钟的温度变化折线图，温度范围在15度~18度\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "\n",
    "# 1.准备数据 \n",
    "x = range(60)\n",
    "y_shanghai = [random.uniform(15,18) for i in x]\n",
    "\n",
    "# 2.创建画布\n",
    "plt.figure(figsize=(20,8), dpi=100)\n",
    "\n",
    "# 3.绘制图像\n",
    "plt.plot(x, y_shanghai)\n",
    "\n",
    "# 修改x，y刻度\n",
    "# 准备x的刻度说明\n",
    "x_label = [\"11点{}分\".format(i) for i in x]\n",
    "plt.xticks(x[::5], x_label[::5])\n",
    "# plt.yticks(range(41)[::5])\n",
    "plt.yticks(range(0, 41, 5))\n",
    "\n",
    "# 处理中文不显示的问题\n",
    "# 使用黑体显示中文\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    " # 正常显示负号\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle='--', alpha=0.5)\n",
    "\n",
    "# 添加坐标名称\n",
    "plt.xlabel(\"时间变化\")\n",
    "plt.ylabel('温度℃')\n",
    "# 添加图表名称\n",
    "plt.title(\"某城市11点到12点每分钟的温度变化状况\")\n",
    "\n",
    "# 4.显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8602903-a50c-43ba-aef1-d85e8c6ebb9f",
   "metadata": {},
   "source": [
    "### 2.2.3 完善原始折线图2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ae3d26b0-06df-4042-b857-f031e871a70e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 需求：再添加一个城市的温度变化  \n",
    "# 收集到北京当天温度变化情况，温度在1度到3度\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "\n",
    "# 1.准备数据 \n",
    "x = range(60)\n",
    "y_shanghai = [random.uniform(15,18) for i in x]\n",
    "y_beijing = [random.uniform(1,3) for i in x]\n",
    "\n",
    "# 2.创建画布\n",
    "plt.figure(figsize=(20,8), dpi=100)\n",
    "\n",
    "# 3.绘制图像（设置颜色和线的风格）\n",
    "plt.plot(x, y_shanghai, color=\"r\", linestyle=\"--\", label=\"上海\")\n",
    "plt.plot(x, y_beijing, color=\"b\", linestyle=\":\", label=\"北京\")\n",
    "\n",
    "# 显示图例\n",
    "# plt.legend() 默认显示在右上角\n",
    "# 显示在左上角\n",
    "# plt.legend(loc=\"upper left\")\n",
    "# 显示在右下角\n",
    "plt.legend(loc = 4)\n",
    "\n",
    "# 修改x，y刻度\n",
    "# 准备x的刻度说明\n",
    "x_label = [\"11点{}分\".format(i) for i in x]\n",
    "plt.xticks(x[::5], x_label[::5])\n",
    "# plt.yticks(range(41)[::5])\n",
    "plt.yticks(range(0, 41, 5))\n",
    "\n",
    "# 处理中文不显示的问题\n",
    "# 使用黑体显示中文\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    " # 正常显示负号\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle='--', alpha=0.5)\n",
    "\n",
    "# 添加坐标名称\n",
    "plt.xlabel(\"时间变化\")\n",
    "plt.ylabel('温度℃')\n",
    "# 添加图表名称\n",
    "plt.title(\"上海和北京两市11点到12点每分钟的温度变化状况\")\n",
    "\n",
    "# 4.显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adaa67cb-98bf-4d3b-acfc-06fcf21cfe53",
   "metadata": {},
   "source": [
    "### 2.2.4 多个坐标系显示-plt.subplots（面相对象的画图方法）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "d0d868e5-6d54-417b-8377-0f717ab70459",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x640 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 需求：再添加一个城市的温度变化  \n",
    "# 收集到北京当天温度变化情况，温度在1度到3度\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "\n",
    "# 1.准备数据 \n",
    "x = range(60)\n",
    "y_shanghai = [random.uniform(15,18) for i in x]\n",
    "y_beijing = [random.uniform(1,3) for i in x]\n",
    "\n",
    "# 2.创建画布\n",
    "figure, axes = plt.subplots(nrows=1,ncols=2,figsize=(20, 8), dpi=80)\n",
    "\n",
    "# 3.绘制图像（设置颜色和线的风格）\n",
    "axes[0].plot(x, y_shanghai, color=\"r\", linestyle=\"--\", label=\"上海\")\n",
    "axes[1].plot(x, y_beijing, color=\"b\", linestyle=\":\", label=\"北京\")\n",
    "\n",
    "# 显示图例\n",
    "axes[0].legend()\n",
    "axes[1].legend()\n",
    "\n",
    "# 修改x，y刻度\n",
    "# 准备x的刻度说明\n",
    "x_label = [\"11点{}分\".format(i) for i in x]\n",
    "axes[0].set_xticks(x[::5], x_label[::5])\n",
    "axes[0].set_yticks(range(0, 41, 5))\n",
    "axes[1].set_xticks(x[::5], x_label[::5])\n",
    "axes[1].set_yticks(range(0, 41, 5))\n",
    "\n",
    "# 处理中文不显示的问题\n",
    "# 使用黑体显示中文\n",
    "# axes[0].rcParams['font.sans-serif'] = ['SimHei']\n",
    "# axes[1].rcParams['font.sans-serif'] = ['SimHei']\n",
    " # 正常显示负号\n",
    "# axes[0].rcParams['axes.unicode_minus'] = False\n",
    "# axes[1].rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 添加网格显示\n",
    "axes[0].grid(linestyle='--', alpha=0.5)\n",
    "axes[1].grid(linestyle='--', alpha=0.5)\n",
    "\n",
    "# 添加坐标名称\n",
    "axes[0].set_xlabel(\"时间变化\")\n",
    "axes[0].set_ylabel('温度℃')\n",
    "axes[1].set_xlabel(\"时间变化\")\n",
    "axes[1].set_ylabel('温度℃')\n",
    "# 添加图表名称\n",
    "axes[0].set_title(\"上海市11点到12点每分钟的温度变化状况\")\n",
    "axes[1].set_title(\"上海市11点到12点每分钟的温度变化状况\")\n",
    "\n",
    "# 4.显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c279f531-43df-472d-91c2-bb7d4f3b59ea",
   "metadata": {},
   "source": [
    "### 绘制数学函数图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "ad0dfd28-d126-4f63-81be-f487612e7391",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### 绘制正弦函数图像\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# 1.准备数据\n",
    "x = np.linspace(-10, 10, 1000)\n",
    "y = np.sin(x)\n",
    "\n",
    "# 2.创建画布\n",
    "plt.figure(figsize=(20,8), dpi=80)\n",
    "\n",
    "# 3.绘制函数图像\n",
    "plt.plot(x, y)\n",
    "# 添加网格\n",
    "plt.grid()\n",
    "\n",
    "# 4.显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "22956f83-b91e-4186-82c7-d5bb295b27a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### 绘制抛物线函数图像\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# 1.准备数据\n",
    "x = np.linspace(-1, 1, 1000)\n",
    "y = 2 * x ** 2\n",
    "\n",
    "# 2.创建画布\n",
    "plt.figure(figsize=(20,8), dpi=80)\n",
    "\n",
    "# 3.绘制函数图像\n",
    "plt.plot(x, y)\n",
    "# 添加网格\n",
    "plt.grid(linestyle=\"-.\", alpha=0.5)\n",
    "\n",
    "# 4.显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "eb91d619-ee27-44c1-b32a-00b7f6714404",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### 绘制散点图\n",
    "### 需求：探求房屋面积和房屋价格的关系\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 1.准备数据\n",
    "x = [225.98, 247.07, 253.14, 457.85, 241.58, 301.01,  20.67, 288.64,\n",
    "       163.56, 120.06, 207.83, 342.75, 147.9 ,  53.06, 224.72,  29.51,\n",
    "        21.61, 483.21, 245.25, 399.25, 343.35]\n",
    "y = [196.63, 203.88, 210.75, 372.74, 202.41, 247.61,  24.9 , 239.34,\n",
    "       140.32, 104.15, 176.84, 288.23, 128.79,  49.64, 191.74,  33.1 ,\n",
    "        30.74, 400.02, 205.35, 330.64, 283.45]\n",
    "\n",
    "## 2.创建画布\n",
    "plt.figure(figsize=(20,8), dpi=80)\n",
    "\n",
    "# 3.绘制函数图像\n",
    "plt.scatter(x, y)\n",
    "\n",
    "# 添加网格\n",
    "plt.grid(linestyle=\"-.\", alpha=0.5)\n",
    "\n",
    "# 4.显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d75ed8c8-ff0c-4dd1-b341-899f2b448f69",
   "metadata": {},
   "source": [
    "# 柱状图-对比每部电影的票房差距"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "8cb4b227-3975-4973-9f07-646b5682ac05",
   "metadata": {},
   "outputs": [
    {
     "data": {
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tjOdxpvEYZB/PtW1jn+ANLAsRtVmz2t0eAQ7aZ81yewREMCuFPtYFgzSybBYv1EwLzqKPddzH2TaL53Gm8RhkH8+1bWOf4A0sCwEAAAAAAABIYlmIK9DRkej2CHCQ2NHh9giIoGOww+0R4MDn63B7BETQ4fO5PQIi8HXQxzru42zr4HmcaTwG2cdzbdvYJ3gDy0JE7YknitweAQ6KnnjC7REQwRMd9LEuPp5Glj3Bm8ubFv8EfazjPs62J3geZxqPQfbxXNs29gne4OqycOPGjVqwYIHWrl2rlpYWN0dBFJYvr3N7BDioW77c7REQwfJM+lgXCNDIsuWBgNsjIILAcvpYx32cbct5Hmcaj0H28VzbNvYJ3uDasnD79u3av3+/Dh8+rPvuu08bN250axREKTOz3+0R4KA/M9PtERBBZlym2yPAQSiU6fYIiCAzFHJ7BEQQyqSPddzH2ZbJ8zjTeAyyj+fatrFP8AbXloWPP/647rrrLsXExGjlypU6cOCAW6MAAAAAAAAAkOQLhdz5q5H3v//9etvb3qY1a9ZIksrLy1VZWTnqNps2bdKmTZvCv25sbNS0adNe0znxcj09PUpNTXV7DERAI9voYx+NbKOPbfSxj0a20cc2+thHI9voY0NLS4sGBgZe9Z/HvoazjJKenq7e3t7wr7u6ul52m0996lP61Kc+9VqOhTEoKipSXR3vM2AZjWyjj300so0+ttHHPhrZRh/b6GMfjWyjjze49mPIS5cu1a5duyRJp0+fVk5OjlujAAAAAAAAAJCLy8L169fr4MGD+shHPqK/+Iu/0Cc/+Um3RgEAAAAAAAAgF38MOTExUfv27dP27dv17ne/W4sWLXJrFESJHw23j0a20cc+GtlGH9voYx+NbKOPbfSxj0a20ccbXLvACQAAAAAAAABbXPsxZAAAAAAAAAC2sCwEgFfQ398f8Z/39fXppd+YPTg4OKbP++tf/1qBQOCPms3JWL5hfGBg4KrOcLWM9c95LEKhkIaGhsL/PxAIvOzzDw8Pj+u/EwBeaxcvXnzF3+/t7X2NJ8HVMjAw8IqP/cPDw1f9OcdENzw8PObbdnV1XcVJcCUuXLgQfq53+dcAxoZloUFDQ0MKBoOv+M940B95Ud/X16f6+nodPnxYv/71r/Wv//qv+qu/+isdO3bM7fFcNzw8POpBcXh4WE1NTTp48KAk6fDhw3rqqafcGs9V3//+9/WlL33J8XZPPfWUbr/99oi3Wb9+vRobG8O/vvfee7V169aIH3Pq1Clt3LhRPp/vFf/5L3/5S33/+98P//rNb36zXnjhBUkjy8sFCxa87GM++MEP6lvf+pb6+vokSQcPHtSiRYvU0tLyqnNs3rxZn/70pyPOalFnZ6dWrlypP/uzP3vZ/1JTU0ctQHt7e3XzzTeP+vj77rtPjz/+ePjX58+f1+rVq1VQUKClS5fqs5/9rG666SYtW7ZM06ZN05w5c7Rs2TJ98YtflCR99atf1fPPPy9Jeu9736tz585Jkvbu3at3vOMdL5v3pz/9aXjp/Gov5Cab6upqLVq0SLW1tWO6/QsvvKA///M/1/vf/36dPHly1D/Ly8vT/PnzX/a/5OTkl71g+8IXvqB58+ZpxYoVo/537bXX6j/+4z/G7b9vovvpT3/q+HUcCAR4MeaiRx55ZNSf/9DQkF7/+tePel5w2TXXXPOy55uLFy9WY2Oj3vzmN0e1JMGIGTNm6Pe///2Yb3v69GnH273//e/X17/+9Yi3WbNmja6//nrNnz9f06ZNU0lJSfg+8a//+q/HNA9erq+vT0VFRWptbX3Ff15SUjLq1zNnzlR/f79+8YtfvBbjTUoPPfSQLl68qH//93/Xb3/725e9Lv7D19E/+9nP9IEPfECStG/fPv3FX/zFazov4GWuXeAEr27btm36zne+I7/fL0n67W9/q1tvvVXSyOJnyZIl+qd/+idJ0kc/+lG9/e1v10033RT++De96U368pe/rFmzZo3rXO973/v0ta99TVlZWZKkH//4x6qtrdXf//3f6/nnn9f58+fDc0rSX/zFX+hLX/qSZs6cGf69BQsW6MCBA0pISAj/3tDQkPx+v86cOaN7771Xu3btkiSVlZWpqqpKgUBAsbGxiomJ0Y9//GN9+tOf1vTp05WamqpTp07ptttu04033qi3vOUtys7OHtf/5tfC4OCgYmJiwr1f6vJ3O730z0uSdu7cqb179+qBBx6QNPJnGBs7cpxPnTql9evXKy4uTsnJyWptbdUDDzyg73znOzp48KB+9rOfaf78+Vq8eLGkkRfRP/jBD5Sbm6vjx4+rsbFRWVlZev3rXy9p5MX6li1bwrf3mmAwKL/fr+HhYX3jG98Y9QQuGAxqaGjoZX++ixcvVnFxserr61VYWPiKnzchIUFxcXHhF1Px8fHKyMh42e2+/e1v63vf+57i4uJUV1enpKSk8BIrFAqpt7dXJ06ckCTdfvvtestb3qLExET95je/0f79+3XvvfcqKSlJklRZWanly5fr8ccfD//epk2b9J//+Z9avny5Fi1apOeff16/+MUvlJOTM2qOhQsXKi0tTdLId5kkJydrxYoVkqSmpiZ98IMf1Cc+8Ylo/mhfcxkZGdq3b98r/rO5c+cqISFBgUBAK1asUGxsrJ599lndcsstuu2227Rt2zbV1NToN7/5jb785S/r7/7u77R27Vrt3r1b73nPe/T3f//3uvbaa8Of75ZbbtEjjzwy6n701ltv1fve9z7t3LlT99xzj+rr61VQUKDHH39cnZ2d+tKXvqRAIKDPfOYzio+PV2trq26//Xb98pe/1Lve9S51dHSEF8VnzpzRr371Ky1ZsuTq/qEZMjQ0pA9+8INavXq1/uZv/kY/+9nPFBMz8neWR48e1X//938rJiZGwWBQf/VXf6XS0lLFxcUpMTFR//AP/6C2tjYNDw+HP6asrCz8lyDSyEI9MTFRr3/965WcnDzq3x0fH6/Xve51uuaaa0b9/u9//3vFxcVd5f9y76mpqdG8efM0Y8YMnT9/XnV1df9/e+ceUFO+/v/X7iKhSDhuJWrITK5TpCKGXHIpZMRPSjJuIWncMsg9g4wihuIQZTQuRaU67lFKopBJikY0UlHpstvt3x99W8eecGbOMTOM9fprt/faa6+1d+uzns/7836eh9jYWLZv315HGC8oKODy5cvC39euXePy5cvMmTMHqPndu3btSocOHYCa8WfXrl3MmTMHFRUV/Pz86Nu3L926dfvzTvBvTP369ZkyZQrHjx/HxcWFW7duUVBQwKBBgwDw9PTEysoKqLkulJWViYiI4Oeff0ZJSYni4mJOnjxJhw4dCA0NFSfWvxM1NTWaNGnym7atX79+nfjjv93n+fPnhccrV65ET08PJyen33QcIoro6OgoxH6NGzfG2tpauPfk5OQQHBxMv379hFislubNm6OqqsquXbtQV1dn+PDhf+qxfwx06NABS0tLdHR0GDZsGObm5qipqXH9+nV69OiBVCpl1apVmJqaCt9/Xl4eFhYWZGVloampiYWFBStWrBDGQpF3z927dxk/fjwpKSnCc5aWlvj6+tK1a9c62+fl5bFjxw68vLz+xKMU+U+IYuF7RlZWFrm5udjY2AjPXblyhREjRihsd/XqVXr16sVXX31FfHw85ubm/POf/0Qul/Po0SPCwsJo3rw5ffr0oVOnTlRXV3PlyhUA+vTpI9zwfg9GRkasXLkST09PrK2tqayspKysjLS0NF6+fMmgQYMUxEIXFxfS09Np1aoVR44cAWqcQYcOHUIikWBlZUWbNm3Yvn07x48fRyqVcvfuXSGgffr0KYMGDaKyshJ/f38+++wz6tWrh5ubGx4eHgCsWrWKtm3b4uzs/LvP531h06ZNHD16VBALMzMzad68OZqamlRXV9OkSROio6MBWLBgAQsWLKBXr144ODjg7u5Oo0aN+OSTT0hKSkJbWxsjIyNWrFhBeXk5hoaGREVF4ezsTF5eHnl5eSQlJbF+/Xrh8xs0aMDSpUtxcnLC1NSU+vXr07hxY2EV7vvvv/9Nwez7ir29PTk5OWRnZ1OvXj0mT54svCaXy+nWrRuLFi1i2LBhNGjQgMrKSuRyOWpqagpBXlVVFQ4ODixatIitW7cikUhwd3end+/eHD58mOzsbFJSUpDJZFhYWLB582YAXF1dcXV15dSpU+zfv58tW7YQGRkpfL+voq6uTmhoKA8ePGDixImMHz+ecePG0bJlS6DGGXfhwgWF9zRs2JBevXpx7NgxSkpKKCgoICkpiXbt2ilsN2HCBDw8PMjIyGD27NmcPn1aEK5u3rzJ8+fP380X/gdTO/n9tbielZUF1Ex+z549y4QJEzAyMuLrr79myJAhDBkyBHNzcxo0aEBwcDAtWrR442dUVFSQmZlZZ8HF2NiYS5cuMWbMGM6dO0f37t3p2LEjly5dYufOnaioqFBRUSEc25w5c2jVqhVVVVV1XKdOTk4flUhVVlbGxIkT6dGjB2vXrsXHxwdbW1v27t2LtrY2bdq0wcbGBhcXF3bt2kVKSgpOTk5UVlZy//59XFxckMlk+Pj4CAsZEomEM2fOkJOTg6OjI2vXrqVLly5IJJI6/x+VlZVcv35dcIPW8uTJkzr3V5Ga68jCwoJVq1YRGBiIkpISXl5elJSU0L9/f+7fv8/UqVNZsWIFt27d4ujRo0ycOJEjR47Qv39/zM3Nyc7O5unTp3Tv3l3h9wgODiYsLIzZs2cDEBkZKcQ8UqkUZWXl/ypGEalh8uTJ/Pzzz1RUVHDjxg0SExOF11auXElhYSGnTp3iu+++45dffsHKyoply5bRqlUrVFVVUVNTo23btrRp04b69ev/hWfyYaKkpKSQPZCbm0tYWBh9+vSpI4i/KcvgP+2zuLiY6OholJSUGD169Ls5cBGBJk2aEBERQWlpKenp6Xh6ehIWFsaVK1cYMGAAK1euFK6Np0+f0rdvX0pKSjh8+DD169dHSUkJb29vMjMzyc3NpXXr1n/xGf19KCsr4+bNm8hkMkaMGEG7du2EMc7IyEhhQfnFixeUlJQQEhICgJ2dHZGRkdSrVw8/Pz+Kior+ilP4KFi+fDkZGRk8fvyYGTNmCM9nZGSwdu1aDA0N64iCzZs35/Lly6Snpyss3ov8tYhi4XvG7du3CQ4OZubMmcJzSkpKCiuK58+fJzExkblz59KoUSMKCgowNjZm9erVbNq0SXA4nT9/nqqqKjp16sTUqVNp1KgRlZWVbNmyhR9//PF3H5urqyvFxcVoa2tz7do1QkNDyc7ORl9fn+DgYCHNISEhAXd3d9TV1cnPzycgIIDt27fj6emJiooKWlpa7N69m7Zt26KmpoaZmRnm5uY8fvyYjRs3smHDBqBG5NmwYQNyuVxIL5RIJOzZs4fY2Fig5ib99OlTfvjhB6DmJuLs7Iyjo+N/9f3/FSxZsoQlS5YIfzs5OeHk5CS4vl6lcePGBAcHs2DBAuzt7YmLi0NFRYWOHTuira39xs/YuHEjYWFhnDx5kvT0dCwsLFi3bh0DBw6kfv36bN68mZCQENLT05FIJDRo0EAIhF7nePyQOHLkCE+ePOGLL74gNjaW6Oho2rdvj6WlpcJ2tem+AQEB5ObmCu7dXyOXy9m/fz+tW7emX79+FBQUcOHCBVxdXXFycqKkpISoqCiF99TeHCMjI8nOziY0NPS1YuHIkSMpLCxk3bp1GBoaIpfLyc7OpqSkRPjsV0lMTGT16tU0a9YMHx8fioqKaN++PbNnz8bf35+oqCjBcRodHc3p06e5du0aZmZmjBw5kuLiYu7cuUPPnj0ZOnRonbTd95EdO3ZQr169Os8bGRkJrrM1a9bQqVMn8vPzCQ0NpUGDBixfvhxbW1sGDRqEvb09AQEBtG/fHhMTE3Jzc0lLS2PatGlMnz6d8PBwmjVrxtmzZzE1NUVdXR2pVMrkyZOZNm0aQUFBjBgxgnPnzhEYGMjdu3cJCwsDwMTEBGVlZebPn09xcTF9+/at4/L8mKiuriYyMhJ3d3ccHR1ZunQpAPPnz6dt27b06NGD8ePHM3nyZHr37k3Dhg0xMzOjrKwMAwMDNDU1Wbx4MSEhIdy5c0dBBJdKpZibmzN8+HC6du3K2bNnWbp0qSDU11JaWoqJiQmmpqYsXLiQjRs3ArBw4UL8/Pz+vC/jA6J23Dh9+jQ2NjZ899136OrqUlBQgJubG/7+/sJ9S1lZmcaNG+Pp6UlmZiYpKSno6+tz48YNysrK6Ny5syCWV1RUsGbNGvz9/XFxceH+/ftcv35dcCtWVVWxf/9+Onbs+Nec+AeOTCajurpauM6UlJSwtbUVXk9PT+ebb75h+PDhDB8+HD09PWJiYjh9+jTe3t5AzcLLmjVrAISFWZHfR1BQEBkZGSQkJNCkSRMsLS3p06cPUqn0rYtEMpkMmUz22nvcxYsXSU5OJi4ujvLycvr27Sv8tjKZrI6g+CpyuZzq6uoPPp77s/Dy8mLq1KkYGBjQqVMnjhw5woYNG9DW1qZnz57ExcUJJW00NDS4ePEiSUlJbNmyhadPnwrOeAMDA1Fwf8ekpqZiaGjIxIkT8fT0fKtZRCKR8OLFC86dOwfUiOwXLlxARUWF7Ozs186zRN4N8+bNIzs7m3v37gnzeoC0tDTmz58vZB1aWVnx6NEjhTHP3t5eeJyVlUViYqIYE/yFiGLhe0arVq1wcHAgOTmZq1ev4u7uTsOGDTE0NMTNzY2WLVvi6urKL7/8IogaY8aMoXv37jRt2hRbW1tCQkIYPHgwL168QEVFhcLCQoyMjFiwYAGA4FL6PXh5eREVFcXmzZuZO3cu9erV48WLF5SVlQkChZmZGVZWVnh5eREXF0dycjJeXl7o6Ojwj3/8A1tbWzZs2ICtrS2xsbGoqKhQVFTEjRs3hInJ1KlTcXNzY9CgQSxbtoy0tDSqq6tRU1MT6rW5uLjg4eFBcXExGhoajB07FgcHB4WA+EPj559/RktLi4YNG751OycnJwYPHsz8+fPZunUrAKNHj8bV1bXOtps2bRJSIL788ktGjBjB9OnTCQsLQ0NDg7Zt2wI1AuuCBQsEZ2FmZib5+fnCJLpWRPtQyc3NZfTo0WzZsoXWrVuTkpIiBMyvC6ArKipeG6jXkpmZiZ6eHpWVlVhZWSnULXwTQ4cOpbS0FEtLS6RSKY8ePcLY2BiZTEaTJk04e/YsAD/++CPr1q0TxEGpVEp0dLSQUvlqo42qqip0dXXx9fWlXbt2pKens3jxYi5dusTx48fJyMgQzlEikRAdHU1ERAQJCQlIJBKKioo4f/48e/fuZciQIcI1+D7z/Plzhg8f/trgu2XLllRVVVFYWEh5eTlLlizh4sWLjB07lri4OLZu3UpQUBAtWrTAz8+PxMREDAwMuHr1Ki4uLgppyN9++y1QMzk7cuQIO3bsQFVVlY0bN+Lt7U23bt1ITU2lU6dOuLq6EhUVhUQiYdy4cZiamgI1q6pxcXFERETg6OhISEiIcM1Czf/Rx1BH6vbt26xZswYHBweOHz9OWFgYt2/fRl9fHzU1NYYNG0Z1dTVnzpzhq6++4vbt2/Tp04fY2FgcHBzYvXs3V69eJScnB3t7ew4cOCCkr9Q6gAMDA+nXrx9Tp05FXV0dZWVlpFKpcB1XV1dTXFyMiooKMplMuL5efSzyek6ePMm8efMwNTXFycmJefPm4ejoyPjx40lLS6N9+/ZAjSNgypQpeHt7065dO9zd3Zk5cyYqKiqMHTtW2N8333zDw4cP0dbWZs6cOZSWlircz4DX1tYT+W0kJCSwZs0arl69SmpqKhKJhKCgIIVtfj1+zp8/n969ezNo0CBWrlzJoEGDiI2NZefOnWLtyd/A1atXiYiI4Nq1a9y4cYPc3FxycnKws7PD19cXTU1NAKKionB0dFS412ZmZjJq1CiFsapfv34sWLCAw4cPk5ycTHJyMg8ePMDc3JzJkyezaNGiOuVRli5dysmTJwWx8Oeff0ZVVZVNmzYJ+x0xYoSwUCLydjIzM3FzcyMyMpITJ04QFhbG8uXLUVNTIygoCBsbG3bv3s2RI0eE9Na+ffuyc+dO5s2bx4QJE7h27RpZWVlC6SaRd0OvXr3o1asXXl5e3Lt3D6hZaH/x4gVZWVn079+f0tJSjhw5gqamJvn5+YKzsKCgQCh3kp2d/dH3APgj0dbWprCwkLt37yrMz9PS0mjSpIlQNkxFRYWIiAi2bt3K119/XWdsGzFihLjI8Rfz/s8OPzJ69uxJz5498fb2xsDAQKiB1qBBAwwMDNDQ0MDCwgKoEQ6cnJyYNm0aEomErKwsTE1NuXfvHqNHj6agoAAvLy+0tLRYsGABeXl5BAQEKKRclZeXk5aWRqdOnYR6Zq9j2bJllJWVUVFRwZUrV1BVVeXx48eMHDmS8PBwPv30U+DfQX5xcTFOTk74+PigpKREXFwcpqam3Lp1C1NTU7Kzs7Gzs8PAwAADAwPMzMyEtKOMjAxKSkpo1KgRxcXFzJ07l//3//4fAJcvXyY5OZmYmBhmz57NqFGjCAgIYOzYsdy8eRN1dXUqKipYtmzZu/9x/kDmzp3L7NmzGThwIACzZs0SAsz+/fsLqzK6uroYGxuzf/9+nJycSE1NJTs7+7VpdB4eHkIasp6eHlATMH722WcKTlWZTMahQ4eIj48nLy+P06dP4+7ujpeXF6mpqcycOfOt4tn7TmJiIlKplPXr17NhwwYyMzM5ffo0AQEByGQyrKysWL58ubD906dPCQgIIDg4WHguKyuLsLAwLC0tqVevHnPnzmXTpk00bNiQFStWUFZWRnp6OhEREejp6VFSUsKsWbPYsWMHUDNJ+Mc//oGmpiZpaWksXryYkydP1jnW2u9ZSUmJqqoqjh49ikQiwdTUlPj4eKF7r4qKCg4ODty/f1+YHNSmztaKVVBzPR47dgwdHR3mz59PZGSkII5YWFiwb98+tm3bhoODA+vXr2f69Onv/gd4R8hkMho2bPjamoWTJ09m165dKCsro62tLYh9M2fOxNbWFnNzc86fP09BQQFXr14lICBAcDK9OnGrdY3q6elx9+5dPD096dOnD6dPn2bIkCHo6OiwdetWHj9+jJWVFUOHDqW8vBxlZWVOnDiBjo4Otra2yOVytLS0aNSokTCuFRYWMmPGDKGG1JIlSz6KAMjIyEgogVE7Lvfv3599+/YJ4xLUjE0zZ86kX79+nDt3DjU1NU6ePMnmzZt59uwZVlZWHDlyhC5dugCQn58vjGNaWlqoq6vz7NkzABo1akRpaalwPS1cuJDs7Gzy8vJ4/vw5e/bsAeDRo0ds27YNVVVVkpOThRqwIv9mypQpbNq0idTUVAoLC3Fzc0NDQ4N+/fqxceNGjI2N6d27Ny9evEAqlbJ06VJhIcLPz4/i4mLS09PJycmhvLyc69evM2jQIIqLi8nPz+df//oXxsbGZGdnC5/ZtGlTIaYQ+X2YmZkRERFB//79UVVVRS6XK8QHxcXFdOrUiQULFuDm5sajR4+wsbEhPz+fwMBAYmNjSUtLw8LCgidPnnxwsdRfwaNHj4CaOM7U1JQ+ffqwZMkShfENahYNf904zcjIiLCwsDrb/vTTTzx8+JCxY8eyefNm1q5di7GxsUIZlVfx9vYWnKEAXbp0QU1NjcTExN+c6ixSQ05ODjo6OgQFBREbG8uzZ8/o0qULbm5uPHz4kEWLFjF79myuXLnC9evXuXTpEtnZ2YIL19jYWFhoPH78+F97Mn9DZDIZ33zzDVKpVIjfwsPDgZrrqdZFmJ+fT2JiIkePHn3rvlJSUujevfsffdgfLbq6ugrOwl8vktvb29OkSROSk5MVmhQ+efKE/fv3s2LFiv/K5CTy7hDFwveQ1NRUYeDz9PRETU2NKVOmCDf8yMhILC0tGTt2LDdu3CA/P59WrVrRoUMH4uPjhfTdX3fiun79OqdOnVKow3bv3j1MTEyIiYkRagW+jtpJrUQiQVVVFV9fX7Zu3YqWlhbOzs6UlJRgbW3Nxo0befr0KdbW1jx+/Jhly5bh5eWFubk5J0+eFESPXzvhXrx4IQSl/v7+DBkyhA4dOnD+/HkFN1Xr1q25ceMGxcXFbNmyhS1btgA1A/6WLVvQ1dWtk4L2IVBbZLyWHTt20L9/f+RyucL5Q02dxgEDBmBlZYWrqyurV69+bTD43Xff0aBBA6ysrBg1ahQlJSWkpKQwcuRIlJWVsbW1xc3NjYULF7Jw4ULhffb29mzbtg2As2fPCh1DP1RsbGwYOXIkt27dokuXLnh4eNC9e3dGjRpFRUVFnRTR5ORkAgMDFa4HS0tL4Walq6uLrq6usGIfFRWFTCajX79+NG/enO3btyusjJWXl6Ovr//GGly1Hc5f5/ZIT08nIyODBw8e0L59ez755BMqKys5ceKEIGY+evSIiooKlJSUcHJy4l//+hcBAQFMmTJFSHd68uQJe/fu5fnz57Rr1w4dHR1iY2MpLCxEVVUVfX19Dhw48F6LhefOnWPp0qWvTeG6fv069+/fRyaT4eLigr29veBgOnbsGCYmJrRq1YqkpCQ8PT3p3Lmz8N5nz56Rl5fHzJkzMTIyIioqirNnzwqrmX5+fhw4cIAhQ4bw/Plzxo4dy7fffqvQTGns2LHk5ORQUlLC0KFD+eGHH+q4CX59jb5aN/RjYOjQoYJQnZqayrhx41BTU6O6uho/Pz969uwpiHu1NVIzMjJISkoSnLlaWlrC/tLS0ujatSsVFRXY29vj4+PD+vXrSU9PR0dHh4yMDHr16gXAunXrOHDgAEePHiUsLIzQ0FA6d+7M5MmT8fX1ZfLkyQp1gkX+jbOzM/r6+oSHh/PVV1+xYcMG0tLSSElJQV1dHQ8PD2JiYmjevDk3b94kIiICFRUV7t27R3h4OEVFRYwcORIdHR2gZry0sbGhQ4cOfPHFF0J6eWpqKgADBw4Uuo+L/O/I5XJh8gyQlJSEn58fBgYGHDp0iL59+9K/f39CQ0Nxdnau4ywU+c+MHj36ndcN7NixoxCH/V7CwsLo2rUrGhoaHDx4kEmTJr3TY/u7k5OTg6+vLzNmzMDPzw81NTViYmL49NNPadOmDeXl5bx8+bJONkZtDD9kyBA6duzIokWLxFqFfwAJCQlATQbIr0X2V3n58iXp6elvrbkuutj/eCoqKhQWA8vLyxVery0bpqSkxOPHj4mPj+fYsWM8fvwYa2trDAwM/mPWncgfiygWvoeUl5fTsmVLQezT09MjLi4OqHFmvHz5kocPHzJ48GD09fWxtrbG0NCQe/fu1XEWrlixQtjv0KFDsbKyQl9fnxkzZtC0aVP09fW5cuXK71rFP3nyJMuXL8fHx0dwyZw7d06o03bnzh3mzZtHSEgIy5cvR11d/bXOwjFjxgj7lMvlgkukXr16aGho0KRJkzodLT08PHjy5Ant2rWr00XUycmJmzdv/ubz+BCQSCR1XH0dOnRg/vz5dOvWjVGjRr2xOP+8efMwNDTk+PHj7N+/H2VlZXR0dIS6a68ybtw4cnJyhL9HjRolPO7YseMHX2x+xYoVxMfHExMTIzwXHR3N8uXLiY6OFlKyHzx4wOXLl4WUhVry8vLe2BUZYNu2bdjZ2TF48GAcHR05deqUEKB069ZNoWB/RUUFeXl5GBkZATVioYqKisL/7t27dzE1NeXrr7/G0dERDQ0N2rdvz+bNmxW6uVZUVDBp0iRGjRolTFZKSkoIDw8nKCiIH3/8kebNm9OyZUuhkPPWrVtJS0sTxKtVq1YJKf7vMwMHDiQhIYHAwEBatGih8H//66LWBQUFGBgYsHnzZi5fvoy1tTVz585l165dQrMlQBgrHR0d+fLLL1mxYgVBQUEKq5i1KS9Q05ne1NSUhIQEBcExPDyc0NBQ0tLSWLlypcJxV1VVMWXKFAwNDesIwrVdqT8GwsLChK72rzoLZTKZ8L9YWVlJUVERzs7OGBsbExAQQGBgIOvXr8fLy4vRo0dz6tQpWrRowdWrV/n888+ZNm0aEyZMYOjQoaipqbF9+3YMDAxISUkhMTGR6dOnCw2MJk2axLfffsv9+/c5c+YMRUVFrFmzhtu3b3Po0CGh4YbIv1m7di3169fn+vXrHD58GB0dHUxNTbl06ZKQwvX48WOaNm2KmpoaVlZWFBcXo6mpyZAhQ7h3756CwP9rN+2rrg87O7uPqjv4n0FVVZVCXa7i4mI6d+5M48aNhcyVWkRn4R9HamoqRkZG79Tld+/ePVq3bq1wD8nOzsbd3Z3jx4/TrFkzLCws+Oyzz+jRo8c7+9y/O2ZmZsTFxdG5c2fGjx8PwD//+U+cnZ1p06YNBw8eJCsri+HDh3Pq1ClMTU2pqKgQur2fPHkSqVRKly5dqK6uJjk5WWjKJfK/Y2ZmhpmZGXl5eW8VAnV1dZk3bx49evSgQYMGdRaaU1JSuHbtGvr6+n/0IX90HDlyhICAAKRSKaWlpQqlMF68eMGsWbNQUlJixowZ2NnZCa/t3r2bYcOGsX379rc2IRT5cxHFwvcQiUTC+fPnhQDvyZMnwuOsrCyMjY0xNDTE0NAQV1dXWrRoQYcOHWjbti3x8fGMHz8eb29vzp07R8OGDUlNTWXevHnExsZSVlZGdXW1MGl9+fIl8fHxtGnTRkh7fRseHh64urri6OjIunXrhHSu2lpiAP369QMgJCSEDh06UFZWJjgLe/fuTXx8POvWrVMY5Bs3bsy6deuQSqUUFxcTHBxMdXU1VVVVr22vnp2d/da06b8zeXl5nDlzBj09PeLj40lKSlIIRPLz84mJiSE9PR11dXVKS0t5+PAhFy9eZMOGDQQFBTFmzBiFhigPHjzg6tWrbN26FUNDQ4qKiigqKhJqJH7IfPvtt5w7d47IyEigRoyXSCTY2dlRUFDAgAEDuHDhAq1atWLatGnMmTMHdXV14f0ymYyXL1/SqFEjhf1WVVUhk8kIDQ0VUk6UlZWZOHGi4C5r3rw5d+/eVXhfamoqixcvrtMdt5bc3FyOHTvGN998w6RJkwgMDGTixIns2rWL0aNHM2nSJGbNmkV5eTmjRo3CxsYGNzc34XMaN25MeHg4ixYtYuXKlWzfvp2qqirOnDnDtm3bGDx4MD4+Pjg4OBAQEICLiwuqqqqMGzeO4cOHv/filYWFBdbW1gwcOFDhd3qVpk2b4uTkJKRyaWpqEhoaSmhoqCAMAxgYGAiOJoC9e/cCb15t/vHHH3F3d2fx4sX4+/tz/vz5t07+bt26xb59+1i7di2NGjVSqP9VVVXFp59+yvXr1xUcc39X3lTKoFY8ysjIwN7enlmzZmFvb09kZCT79u0TxvnPP/8cd3d39u3bx9y5c9m/fz+XLl3Czs5OuJ8NGDAACwsL0tPTGTZsGHp6esyePRtfX1+CgoIIDw9HT0+PNm3a0LVrV65du8aePXvw9PT8oN3TfyQ9evTAxcWF0aNH4+vrS7169bh9+zYWFhbIZDKmTJlCcnIyDg4O5OXlERUVRUZGBuXl5eTm5lJYWPjGZlFQ4+Q+cOCA0OXc2tr6Tzy7vyc//PADxcXFrFq1imnTpik0zCssLOTOnTvC37VNs2QyWR1nob+/v5jC+l+grKzMgwcPBNdTZWUl48aNw9vbu46Dubq6uk7jsrft81XWr1+PpqYmPj4+ABw/flwokVK7GHnw4EFGjhzJkiVLmDJlynt/f3+feLXube1CF9T8FioqKqirqzN37lwhi2HHjh3Mnj2brKws0tLSsLOz48KFC9y5c0fIFhN5N5w6dYo1a9bg7OzM5s2bCQ0NRVlZmaysLCwsLJDL5XzxxResXr0aJSUlTpw4oZANAjXlUD7kEkvvM+PGjWPcuHGUl5ezfPlylixZgpaWFg8ePMDX15eVK1fWmVMBrFy5so5b9Ny5c2Ijmr8YUSx8T7G0tFRwFtamkSxbtozq6urXvic+Ph6oCT6qq6sF1x/UCHgmJibUr18fHx8fIWB4/Pgx8+fPx8jISEgTeh3V1dXExMRgbm6Oo6MjZWVldO/eXcFZWCvG/Jq2bdsK51J7bLWd+moJCgrC2dmZMWPG8PXXXwM19cYKCgrqDBJyuZyYmBiuXbv2xuP9UHjTb/kqVVVVKCsr8/DhQw4cOEBgYCAeHh7MmjWL6OhoRo8ejYmJCS4uLgwcOJCGDRtiYmLCunXruH//PqdPn0ZDQ4M9e/Zw5coVPvnkE7744gu2bdsmdAR+m3PwQ3YVVlVVkZ+fT0REBI0aNWLMmDEkJSUJDqKvvvqK1q1b06xZM6ZPn46Ghgaenp5AzeRpxYoVJCQk8Pnnn9fZt1QqJT4+ntDQUA4fPiyIHrWd2by8vF7baVUmk721qPL48eNZu3Yte/bsISQkhNatW/Py5UtatWpFVFQUQUFBKCkp0aBBA7Zs2ULXrl3JyMjA2NhYOHaoqWEkk8kAOHz4MAkJCezcuZO2bduSn59PZWUl2traHDt2jPPnzxMUFPRBCMMdO3bkzJkzQrf1NWvWCK7JWrZu3cr+/fsxMDDAxMQEf3//3+WerqysrJP+X1hYyIULF5g4cSJNmzYlPz+fXbt28f3333Px4kU2b97MlClTFN4jl8vZu3cvEyZMICkpCWtra0JCQpBIJBQUFGBubv5RCIUTJkzgyZMnwjXy008/4eDggJqaGuXl5UilUhISEkhISBBSuxwdHZHL5ZibmwsNMmrrTBYVFTF//nyF2qu1qKqq0qVLF5YvXy785vXq1UNVVZWDBw9y69YtHB0dmTdvHrNmzSIhIYGAgAChzqVIDbVjR62Dtza+AARnoUwmE2oj+/j4YG5ujqWlJatXr8bIyIjnz5+jrKzMTz/9xIkTJwSh5FWBpHPnzmhpadGrVy+sra1/k3Ai8mZOnDhBZGQkiYmJ3L59mw0bNrB3716kUilVVVVUV1dTVlbGhg0bCAkJwcrKCqjpGP4qFy5c4MSJE0KpF5HfzrRp03B3dxeuIYlEQrdu3V4rhFdWVv6mJgt2dnZ4eHhw7Ngx4TktLS0CAgIoLy9n+PDh5OfnExoaKjjhAXr37k1cXBxz587l8OHDnD179qOolfsu6Natm1AjHv5dc/eXX37hyy+/pHv37kKtO11dXUaMGMGVK1fw9fVFSUmJ4OBgdu7cye7du/+Kw/9bk5+fz4IFC7Czs6O0tJRZs2YpLB7X1veGmnmAjY3Na52Fr9bIE3m33Lp1C2dnZ6EmIYCOjg6tWrXC2NiYffv2KdRYl0gkZGZmKoi6d+7cYeLEieTm5v7Zhy/yChK5GJm9d1y+fBkbGxs+++yzOq9lZWXh5eUliHQeHh6MHz8eExMTYRsbGxu8vb3fuVMiIiKCYcOGIZFI2LZtG35+foJN+Pnz5wwcOFCho+H48eP57rvvFFL6unXrRkJCgkI63rp164iJiWHLli11UiUiIyNZuHAh3t7eQqDl4uKCnZ1dnULRn3zyidAB9kPh7NmzLFy48K3BW2VlJb6+vkyYMIEvv/yShQsXKtizi4uLCQgIwM/Pj+3btzNkyBDhtfDwcM6cOcOLFy+YOnUqZmZmwvP37t3D2toaJycn7t+/T5cuXXjy5Anq6uqCa65Zs2akpaWhq6vL6dOnFdyIHyKlpaWvrX0hk8kICQnB3t5e4bcIDQ2lWbNmmJubv7ZW3vtEbdfjj42DBw/Sv3//t6aJvyuKiopo3LgxpaWlCquiz549Iycnh27dun2Uv8H/SllZ2RtdojKZ7J1ObmUyGVVVVW9NXxKpqds1c+bM1zZi+vTTT7l9+zZQ45Q+dOgQDg4OzJw5k2bNmvH9998THByMv78/zZs3F7ILaoWnAQMG4O/vrxCj/PTTTzg7O2NpaSnWLPwfedu9oKqqColEIgpGfzMyMjIwMDB46/1HKpW+93GMiIjIh49cLsfFxYVZs2a91myRlJREdHS0gnEoMDCQ3bt3KywYNmvWTDASifx1iGLhe4hMJkMqldapb/U+IZVKkUgkdQr8/jc8f/4cTU3NNwY5ZWVlqKiofPRBTnV19Vtdfv/pdRERERERkT8CuVzOnTt3/qcuxjKZjJKSkjq19ERERERERERERP58RLFQREREREREREREREREREREREREBADRhiQiIiIiIiIiIiIiIiIiIiIiIiICiGKhiIiIiIiIiIiIiIiIiIiIiIiIyP8hioUiIiIiIiIiIiIiIiIiIiIiIiIigCgWioiIiIiIiIiIiIiIiIiIiIiIiPwfolgoIiIiIiIiIiIiIiIiIiIiIiIiAohioYiIiIiIiIiIiIiIiIiIiIiIiMj/8f8BrIo3lYcpnEsAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 柱状图\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 1.准备数据\n",
    "movie_names = ['雷神3：诸神黄昏','正义联盟','东方快车谋杀案','寻梦环游记','全球风暴', '降魔传','追捕','七十七天','密战','狂兽','其它']\n",
    "tickets = [73853,57767,22354,15969,14839,8725,8716,8318,7916,6764,52222]\n",
    "\n",
    "## 2.创建画布\n",
    "plt.figure(figsize=(20,8), dpi=80)\n",
    "\n",
    "# 3.绘制函数图像\n",
    "x_ticks = range(len(movie_names))\n",
    "plt.bar(x_ticks, tickets, color=['b','r','g','y','c','m','y','k','c','g','b'])\n",
    "# 修改x刻度\n",
    "plt.xticks(x_ticks, movie_names)\n",
    "\n",
    "# 处理中文不显示的问题\n",
    "# 使用黑体显示中文\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    " # 正常显示负号\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 添加网格\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "# 添加标题\n",
    "plt.title(\"电影票房收入对比\")\n",
    "\n",
    "# 4.显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfb2f947-67a4-4989-a0e9-d9062d6aae3b",
   "metadata": {},
   "source": [
    "## 如何对比电影票房收入才更有说服力"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "efd4ff4d-e885-4a3c-8395-e9675c3e8550",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 柱状图\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 1.准备数据\n",
    "movie_names = ['雷神3：诸神黄昏','正义联盟','寻梦环游记']\n",
    "first_day = [10587.6, 10062.5, 1275.7]\n",
    "first_weekend=[36224.9, 34479.6, 11830]\n",
    "\n",
    "# 2.创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "# 3.绘制柱状图\n",
    "x_ticks = range(len(movie_names))\n",
    "plt.bar(x_ticks, first_day, width=0.2, label='首日票房')\n",
    "# 让第二个柱子往右侧便宜一点\n",
    "plt.bar([i + 0.2 for i in x_ticks], first_weekend, width=0.2, label='首周票房')\n",
    "# 修改x刻度，并让x刻度向右平移0.1（使用列表生成式）\n",
    "plt.xticks([i+0.1 for i in x_ticks], movie_names)\n",
    "\n",
    "# 显示图例\n",
    "plt.legend()\n",
    "\n",
    "# 处理中文不显示的问题\n",
    "# 使用黑体显示中文\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    " # 正常显示负号\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 添加网格\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "# 添加标题\n",
    "plt.title(\"电影首日及首周票房收入对比\")\n",
    "\n",
    "# 4.显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b486f254-0fe3-41cd-afae-e41b9a02a5b4",
   "metadata": {},
   "source": [
    "### 2.5.3 直方图绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e44b9d0b-d499-4136-ad16-9ae7cd138ed3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 需求：电影时长分布情况\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 1.准备数据\n",
    "time = [131,  98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102, 107, 114, 119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,  99, 136, 126, 134,  95, 138, 117, 111,78, 132, 124, 113, 150, 110, 117,  86,  95, 144, 105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123,  86, 101,  99, 136,123, 117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120, 107, 129, 116, 108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112, 139, 125, 138, 109, 132, 134,156, 106, 117, 127, 144, 139, 139, 119, 140,  83, 110, 102,123,107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112, 114, 122, 109, 106, 123, 116, 131, 127, 115, 118, 112, 135,115, 146, 137, 116, 103, 144,  83, 123, 111, 110, 111, 100, 154,136, 100, 118, 119, 133, 134, 106, 129, 126, 110, 111, 109, 141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103, 130, 141, 117, 106, 114, 121, 114, 133, 137,  92,121, 112, 146,  97, 137, 105,  98, 117, 112,  81,  97, 139, 113,134, 106, 144, 110, 137, 137, 111, 104, 117, 100, 111, 101, 110,105, 129, 137, 112, 120, 113, 133, 112,  83,  94, 146, 133, 101,131, 116, 111,  84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "\n",
    "# 2.创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "# 设置组距\n",
    "distance = 2\n",
    "# 计算组数\n",
    "group_num = int((max(time) - min(time)) / distance)\n",
    "# 3.绘制直方图\n",
    "plt.hist(time, bins=group_num, density=True)\n",
    "\n",
    "# 修改x轴\n",
    "plt.xticks(range(min(time), max(time) + distance, distance))\n",
    "\n",
    "# 添加网格\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "# 添加标题\n",
    "plt.title(\"电影时长分布情况\")\n",
    "\n",
    "# 添加x轴，y轴描述信息\n",
    "plt.xlabel(\"电影时长（分钟）\")\n",
    "plt.ylabel(\"电影的数量（频率）\")\n",
    "\n",
    "# 4.显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e715ad0-2aef-40b6-9e79-70be2b3c38bc",
   "metadata": {},
   "source": [
    "### 2.6.2 饼图绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "06d836d2-665f-4ea2-a7de-2e1d1f01e9e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1.准备数据\n",
    "movie_name = ['雷神3：诸神黄昏','正义联盟','东方快车谋杀案','寻梦环游记','全球风暴','降魔传','追捕','七十七天','密战','狂兽','其它']\n",
    "\n",
    "place_count = [60605,54546,45819,28243,13270,9945,7679,6799,6101,4621,20105]\n",
    "\n",
    "# 2.创建画布\n",
    "plt.figure(figsize=(20,8), dpi=80)\n",
    "\n",
    "# 3.绘制饼图\n",
    "plt.pie(place_count, labels=movie_name, colors=['b','r','g','y','c','m','y','k','c','g','y'], autopct=\"%1.2f%%\")\n",
    "\n",
    "# 设置饼图为正圆\n",
    "plt.axis('equal')\n",
    "\n",
    "# 显示标题\n",
    "plt.title(\"电影排片占比\")\n",
    "\n",
    "# 显示图例\n",
    "plt.legend()\n",
    "\n",
    "# 处理中文不显示的问题\n",
    "# 使用黑体显示中文\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    " # 正常显示负号\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "\n",
    "\n",
    "# 4.显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a9e6aaf-2108-4cfd-8225-1d89f1cd3ef3",
   "metadata": {},
   "source": [
    "### 2.6.3 饼图的应用场景\n",
    "- 分类的占比情况（不超过9个分类，若超过9个，建议用柱状图展示数据）"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
